diff --git a/docs/source/benchmarks.md b/docs/source/benchmarks.md index 48a82f2e..a3422c02 100644 --- a/docs/source/benchmarks.md +++ b/docs/source/benchmarks.md @@ -11,849 +11,862 @@ PSNR and SSIM scores are a rough measure of quality, higher is better. These sco (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| +|ditn_real 4x fp16 | 32.90| 23.85|0.72x| 0.0304| 0.73 GB|- |- |25.99|0.7837| 444,112| +|plksr_tiny 4x fp16 | 40.04| 54.27|1.36x| 0.0250| 0.27 GB|26.34|0.7942|26.12|0.7888| 2,370,544| +|realcugan 4x fp16 | 46.39| 65.11|1.40x| 0.0216| 0.95 GB|- |- |- |- | 1,406,812| +|safmn 4x fp16 | 45.46| 44.09|0.97x| 0.0220| 0.27 GB|25.97|0.7809|- |- | 239,520| +|seemore_t 4x bf16 | 33.51| 24.24|0.72x| 0.0298| 0.30 GB|26.23|0.7883|- |- | 231,804| +|span 4x fp16 | 96.38| 110.47|1.15x| 0.0104| 0.60 GB|26.18|0.7879|- |- | 2,236,728| +|artcnn_r8f64 4x fp16 | 97.19| 157.53|1.62x| 0.0103| 0.23 GB|- |- |- |- | 952,688| +|artcnn_r8f48 4x fp16 | 132.36| 199.23|1.51x| 0.0076| 0.18 GB|- |- |- |- | 541,728| +|lmlt_tiny 4x fp16 | 29.83| 29.69|1.00x| 0.0335| 0.37 GB|26.08|0.7838|- |- | 251,040| +|man_tiny 4x fp16 | 36.04| 32.87|0.91x| 0.0277| 0.43 GB|25.84|0.7786|- |- | 150,000| +|mosr_t 4x fp16 | 58.41| 71.57|1.23x| 0.0171| 0.36 GB|- |- |- |- | 609,888| +|realplksr_tiny 4x fp16 | 25.27| 29.88|1.18x| 0.0396| 0.34 GB|- |- |- |- | 2,372,080| +|rtmosr 4x fp16 | 266.71| 228.76|0.86x| 0.0037| 0.36 GB|- |- |- |- | 2,962,128| +|rtmosr_l 4x fp16 | 266.10| 229.55|0.86x| 0.0038| 0.37 GB|- |- |- |- | 2,962,128| +|rtmosr_ul 4x fp16 | 328.63| 267.71|0.81x| 0.0030| 0.34 GB|- |- |- |- | 2,214,154| +|sebica 4x fp16 | 175.91| 220.66|1.25x| 0.0057| 0.24 GB|- |- |- |- | 40,896| +|sebica_mini 4x fp16 | 203.35| 240.48|1.18x| 0.0049| 0.23 GB|- |- |- |- | 11,568| +|spanplus 4x fp16 | 53.25| 52.60|0.99x| 0.0188| 2.17 GB|- |- |- |- | 2,228,507| +|spanplus_sts 4x fp16 | 155.34| 170.27|1.10x| 0.0064| 0.24 GB|- |- |- |- | 693,160| +|spanplus_s 4x fp16 | 61.62| 62.66|1.02x| 0.0162| 1.57 GB|- |- |- |- | 687,707| +|spanplus_st 4x fp16 | 87.22| 104.96|1.20x| 0.0115| 0.34 GB|- |- |- |- | 2,236,728| +|compact 4x fp16 | 146.88| 228.58|1.56x| 0.0068| 0.20 GB|- |- |- |- | 621,424| +|ultracompact 4x fp16 | 266.09| 396.62|1.49x| 0.0038| 0.20 GB|- |- |- |- | 325,488| +|superultracompact 4x fp16 | 746.79| 744.86|1.00x| 0.0013| 0.20 GB|- |- |- |- | 52,968| +|dctlsa 4x bf16 | 7.06| 6.92|0.98x| 0.1417| 2.75 GB|- |- |26.70|0.8045| 885,328| +|omnisr 4x fp16 | 8.00| 7.88|0.99x| 0.1250| 1.18 GB|26.95|0.8105|26.64|0.8018| 805,376| +|plksr 4x fp16 | 13.28| 18.30|1.38x| 0.0753| 0.29 GB|26.85|0.8097|26.69|0.8054| 7,386,096| +|esrgan use_pixel_unshuffle=True 4x fp16| 3.57| 4.81|1.35x| 0.2799| 2.48 GB|27.03|0.8153|26.73|0.8072|16,697,987| +|esrgan use_pixel_unshuffle=False 4x fp16| 3.57| 4.86|1.36x| 0.2799| 2.48 GB|- |- |- |- |16,697,987| +|esrgan_lite 4x fp16 | 9.73| 13.03|1.34x| 0.1028| 1.24 GB|- |- |- |- | 5,021,155| +|safmn_l 4x fp16 | 5.12| 5.07|0.99x| 0.1952| 0.88 GB|26.81|0.8058|- |- | 5,600,816| +|artcnn_r16f96 4x fp16 | 20.68| 31.39|1.52x| 0.0484| 0.34 GB|- |- |- |- | 4,113,168| +|eimn_l 4x fp16 | 7.48| 6.31|0.84x| 0.1337| 0.89 GB|26.88|0.8084|- |- | 1,002,496| +|eimn_a 4x fp16 | 8.55| 7.20|0.84x| 0.1170| 0.89 GB|26.68|0.8027|- |- | 880,870| +|elan 4x bf16 | 2.19| 1.96|0.90x| 0.4567| 1.63 GB|- |- |27.13|0.8167| 8,312,448| +|elan_light 4x bf16 | 9.78| 9.74|1.00x| 0.1023| 1.11 GB|- |- |26.54|0.7982| 601,488| +|emt 4x bf16 | 3.69| 3.60|0.98x| 0.2712| 2.50 GB|26.98|0.8118|- |- | 925,383| +|flexnet 4x fp16 | 3.53| 3.73|1.05x| 0.2831| 1.30 GB|- |- |- |- | 3,045,136| +|metaflexnet 4x fp16 | 6.80| 6.94|1.02x| 0.1471| 1.80 GB|- |- |- |- |67,205,424| +|hit_sir 4x bf16 | 5.39| 5.41|1.00x| 0.1854| 1.34 GB|- |- |26.71|0.8045| 791,540| +|hit_sng 4x bf16 | 4.84| 4.80|0.99x| 0.2064| 1.34 GB|- |- |26.75|0.8053| 1,032,060| +|hit_srf 4x bf16 | 4.32| 4.39|1.02x| 0.2316| 1.34 GB|- |- |26.80|0.8069| 866,420| +|lmlt_base 4x fp16 | 16.25| 16.13|0.99x| 0.0616| 0.56 GB|26.44|0.7949|- |- | 671,808| +|lmlt_large 4x fp16 | 11.11| 11.11|1.00x| 0.0900| 0.77 GB|26.63|0.8001|- |- | 1,295,328| +|man_light 4x fp16 | 6.19| 5.80|0.94x| 0.1616| 0.53 GB|26.70|0.8052|- |- | 842,868| +|moesr2 4x bf16 | 4.05| 3.90|0.96x| 0.2470| 0.91 GB|27.05|0.8177|- |- |16,547,008| +|mosr 4x fp16 | 9.71| 12.07|1.24x| 0.1030| 0.49 GB|- |- |- |- | 4,287,600| +|rcan 4x bf16 | 5.70| 7.47|1.31x| 0.1755| 1.47 GB|27.16|0.8168|26.82|0.8087|15,592,355| +|rcan_unshuffle 4x fp16 | 5.69| 7.46|1.31x| 0.1756| 1.40 GB|- |- |- |- |15,592,355| +|realplksr dysample layer_norm=False 4x fp16| 5.85| 6.09|1.04x| 0.1711| 2.21 GB|- |- |- |- | 7,402,243| +|realplksr pixelshuffle layer_norm=False 4x fp16| 6.15| 6.50|1.06x| 0.1627| 0.44 GB|- |- |- |- | 7,389,680| +|realplksr dysample layer_norm=True 4x fp16| 8.47| 9.98|1.18x| 0.1180| 2.21 GB|- |- |- |- | 7,402,243| +|realplksr pixelshuffle layer_norm=True 4x fp16| 9.14| 11.16|1.22x| 0.1094| 0.37 GB|26.94|0.8140|- |- | 7,389,680| +|scunet_aaf6aa 4x fp16 | 8.86| 11.13|1.26x| 0.1129| 3.39 GB|- |- |- |- |15,207,468| +|atd 4x bf16 | 0.35| 0.37|1.06x| 2.8735| 6.42 GB|28.22|0.8414|- |- |20,260,929| +|atd_light 4x bf16 | 1.00| 1.02|1.02x| 0.9983| 4.48 GB|26.97|0.8107|- |- | 814,920| +|dat 4x bf16 | 0.28| 0.28|0.99x| 3.5485| 3.94 GB|27.87|0.8343|- |- |14,802,051| +|dat_s 4x bf16 | 0.55| 0.54|0.99x| 1.8275| 2.85 GB|27.68|0.8300|- |- |11,212,131| +|dat_2 4x bf16 | 0.28| 0.28|0.98x| 3.5406| 3.92 GB|27.86|0.8341|- |- |11,212,131| +|dat_light 4x bf16 | 0.62| 0.62|1.00x| 1.6236| 2.71 GB|26.64|0.8033|- |- | 878,577| +|drct 4x bf16 | 0.18| 0.18|1.00x| 5.5409| 6.28 GB|28.06|0.8378|- |- |14,139,579| +|drct_l 4x bf16 | 0.09| 0.09|0.99x| 10.6965| 6.42 GB|28.70|0.8508|- |- |27,580,719| +|drct_xl 4x bf16 | 0.08| 0.08|0.99x| 12.4729| 6.46 GB|- |- |- |- |32,061,099| +|grl_b 4x bf16 | 0.17| 0.17|0.99x| 5.7637| 13.22 GB|28.53|0.8504|- |- |20,201,299| +|grl_s 4x bf16 | 0.34| 0.34|1.00x| 2.9299| 9.70 GB|27.90|0.8357|- |- | 3,487,715| +|grl_t 4x bf16 | 0.37| 0.36|0.98x| 2.7256| 9.31 GB|27.15|0.8185|- |- | 906,192| +|hat_l 4x bf16 | 0.30| 0.32|1.08x| 3.3872| 10.41 GB|28.60|0.8498|- |- |40,846,575| +|hat_m 4x bf16 | 0.56| 0.60|1.06x| 1.7755| 10.30 GB|27.97|0.8368|- |- |20,772,507| +|hat_s 4x bf16 | 0.65| 0.68|1.05x| 1.5402| 9.85 GB|27.87|0.8346|- |- | 9,621,183| +|srformer 4x bf16 | 0.29| 0.29|1.00x| 3.4623| 3.65 GB|27.68|0.8311|- |- |10,543,503| +|srformer_light 4x bf16 | 1.03| 1.03|1.00x| 0.9713| 2.36 GB|26.67|0.8032|- |- | 6,894,948| +|swin2sr_l 4x bf16 | 0.41| 0.41|1.01x| 2.4550| 3.37 GB|- |- |- |- |28,785,859| +|swin2sr_m 4x bf16 | 0.61| 0.63|1.02x| 1.6363| 2.51 GB|27.51|0.8271|- |- |12,239,283| +|swin2sr_s 4x bf16 | 1.02| 0.92|0.90x| 0.9805| 1.45 GB|- |- |- |- | 1,024,824| +|swinir_l 4x bf16 | 0.46| 0.47|1.03x| 2.1943| 3.56 GB|- |- |- |- |28,013,059| +|swinir_m 4x bf16 | 0.71| 0.71|0.99x| 1.4006| 2.64 GB|27.45|0.8254|- |- |11,900,199| +|swinir_s 4x bf16 | 1.07| 1.08|1.00x| 0.9339| 1.55 GB|26.47|0.7980|- |- | 929,628| +|dwt 4x bf16 | 0.15| 0.16|1.02x| 6.5755| 5.58 GB|27.81|0.8324|- |- |12,059,175| +|dwt_s 4x bf16 | 0.70| 0.67|0.97x| 1.4355| 2.65 GB|27.50|0.8253|- |- |11,900,199| +|man 4x fp16 | 1.29| 0.95|0.73x| 0.7726| 1.53 GB|27.26|0.8197|- |- | 8,712,588| |rgt 4x bf16 |- |- |- |- |- |-|-|-||- | |rgt_s 4x bf16 |- |- |- |- |- |-|-|-||- | |tscunet 4x fp16 |- |- |- |- |- |-|-|-||- | -|superultracompact 4x fp16 | 757.90| 750.99|0.99x| 0.0013| 0.19 GB|- |- |- |- | 52,968| -|ultracompact 4x fp16 | 264.85| 391.79|1.48x| 0.0038| 0.19 GB|- |- |- |- | 325,488| -|rtmosr_ul 4x fp16 | 327.37| 267.12|0.82x| 0.0031| 0.32 GB|- |- |- |- | 2,214,154| -|rtmosr 4x fp16 | 262.48| 227.38|0.87x| 0.0038| 0.36 GB|- |- |- |- | 2,962,128| -|rtmosr_l 4x fp16 | 259.53| 226.58|0.87x| 0.0039| 0.38 GB|- |- |- |- | 2,962,128| -|sebica_mini 4x fp16 | 203.17| 258.62|1.27x| 0.0049| 0.22 GB|- |- |- |- | 11,568| -|compact 4x fp16 | 145.46| 225.95|1.55x| 0.0069| 0.19 GB|- |- |- |- | 621,424| -|sebica 4x fp16 | 176.42| 207.15|1.17x| 0.0057| 0.23 GB|- |- |- |- | 40,896| -|artcnn_r8f48 4x fp16 | 131.98| 199.27|1.51x| 0.0076| 0.18 GB|- |- |- |- | 541,728| -|spanplus_sts 4x fp16 | 162.98| 171.32|1.05x| 0.0061| 0.23 GB|- |- |- |- | 693,160| -|artcnn_r8f64 4x fp16 | 95.86| 158.32|1.65x| 0.0104| 0.23 GB|- |- |- |- | 952,688| -|spanplus_st 4x fp16 | 101.51| 109.91|1.08x| 0.0099| 0.33 GB|- |- |- |- | 2,236,728| -|span 4x fp16 | 101.56| 109.49|1.08x| 0.0098| 0.60 GB|26.18|0.7879|- |- | 2,236,728| -|spanplus_s 4x fp16 | 75.54| 69.41|0.92x| 0.0132| 1.56 GB|- |- |- |- | 687,707| -|mosr_t 4x fp16 | 55.79| 69.33|1.24x| 0.0179| 0.36 GB|- |- |- |- | 609,888| -|realcugan 4x fp16 | 45.44| 63.93|1.41x| 0.0220| 0.95 GB|- |- |- |- | 1,406,812| -|spanplus 4x fp16 | 55.11| 52.34|0.95x| 0.0181| 2.16 GB|- |- |- |- | 2,228,507| -|plksr_tiny 4x fp16 | 39.42| 53.14|1.35x| 0.0254| 0.27 GB|26.34|0.7942|26.12|0.7888| 2,370,544| -|safmn 4x fp16 | 44.77| 43.48|0.97x| 0.0223| 0.27 GB|25.97|0.7809|- |- | 239,520| -|man_tiny 4x fp16 | 35.48| 32.38|0.91x| 0.0282| 0.43 GB|25.84|0.7786|- |- | 150,000| -|seemore_t 4x bf16 | 32.95| 24.00|0.73x| 0.0304| 0.30 GB|26.23|0.7883|- |- | 231,804| -|ditn_real 4x fp16 | 32.77| 23.72|0.72x| 0.0305| 0.73 GB|- |- |25.99|0.7837| 444,112| -|artcnn_r16f96 4x fp16 | 20.32| 30.19|1.49x| 0.0492| 0.34 GB|- |- |- |- | 4,113,168| -|lmlt_tiny 4x fp16 | 29.58| 29.49|1.00x| 0.0338| 0.37 GB|26.08|0.7838|- |- | 251,040| -|realplksr_tiny 4x fp16 | 24.94| 29.15|1.17x| 0.0401| 0.34 GB|- |- |- |- | 2,372,080| -|plksr 4x fp16 | 13.07| 17.96|1.37x| 0.0765| 0.29 GB|26.85|0.8097|26.69|0.8054| 7,386,096| -|lmlt_base 4x fp16 | 15.91| 15.86|1.00x| 0.0628| 0.56 GB|26.44|0.7949|- |- | 671,808| -|esrgan_lite 4x fp16 | 9.59| 12.92|1.35x| 0.1043| 1.24 GB|- |- |- |- | 5,021,155| -|mosr 4x fp16 | 9.57| 11.87|1.24x| 0.1045| 0.49 GB|- |- |- |- | 4,287,600| -|lmlt_large 4x fp16 | 10.98| 10.79|0.98x| 0.0911| 0.77 GB|26.63|0.8001|- |- | 1,295,328| -|realplksr pixelshuffle layer_norm=True 4x fp16| 9.00| 10.98|1.22x| 0.1111| 0.37 GB|26.94|0.8140|- |- | 7,389,680| -|scunet_aaf6aa 4x fp16 | 8.36| 10.43|1.25x| 0.1196| 3.38 GB|- |- |- |- |15,207,468| -|realplksr dysample layer_norm=True 4x fp16| 8.33| 9.75|1.17x| 0.1200| 2.21 GB|- |- |- |- | 7,402,243| -|elan_light 4x bf16 | 9.56| 9.53|1.00x| 0.1046| 1.11 GB|- |- |26.54|0.7982| 601,488| -|eimn_a 4x fp16 | 8.37| 7.06|0.84x| 0.1195| 0.89 GB|26.68|0.8027|- |- | 880,870| -|omnisr 4x fp16 | 7.64| 7.55|0.99x| 0.1308| 1.18 GB|26.95|0.8105|26.64|0.8018| 805,376| -|rcan 4x bf16 | 5.43| 7.47|1.38x| 0.1842| 1.47 GB|27.16|0.8168|26.82|0.8087|15,592,355| -|eimn_l 4x fp16 | 7.33| 6.19|0.84x| 0.1365| 0.89 GB|26.88|0.8084|- |- | 1,002,496| -|dctlsa 4x bf16 | 7.01| 6.88|0.98x| 0.1427| 2.66 GB|- |- |26.70|0.8045| 885,328| -|metaflexnet 4x fp16 | 6.50| 6.63|1.02x| 0.1537| 1.80 GB|- |- |- |- |67,205,424| -|realplksr pixelshuffle layer_norm=False 4x fp16| 6.08| 6.42|1.06x| 0.1645| 0.44 GB|- |- |- |- | 7,389,680| -|man_light 4x fp16 | 6.10| 5.71|0.94x| 0.1640| 0.53 GB|26.70|0.8052|- |- | 842,868| -|realplksr dysample layer_norm=False 4x fp16| 5.73| 5.98|1.04x| 0.1745| 2.21 GB|- |- |- |- | 7,402,243| -|hit_sir 4x bf16 | 5.29| 5.32|1.00x| 0.1889| 1.34 GB|- |- |26.71|0.8045| 791,540| -|safmn_l 4x fp16 | 4.98| 4.93|0.99x| 0.2010| 0.88 GB|26.81|0.8058|- |- | 5,600,816| -|esrgan use_pixel_unshuffle=False 4x fp16| 3.51| 4.81|1.37x| 0.2846| 2.48 GB|- |- |- |- |16,697,987| -|hit_sng 4x bf16 | 4.76| 4.74|1.00x| 0.2102| 1.34 GB|- |- |26.75|0.8053| 1,032,060| -|esrgan use_pixel_unshuffle=True 4x fp16| 3.42| 4.69|1.37x| 0.2922| 2.48 GB|27.03|0.8153|26.73|0.8072|16,697,987| -|hit_srf 4x bf16 | 4.25| 4.33|1.02x| 0.2354| 1.34 GB|- |- |26.80|0.8069| 866,420| -|moesr2 4x bf16 | 3.96| 3.80|0.96x| 0.2527| 0.91 GB|27.05|0.8177|- |- |16,547,008| -|flexnet 4x fp16 | 3.46| 3.65|1.05x| 0.2893| 1.30 GB|- |- |- |- | 3,045,136| -|emt 4x bf16 | 3.52| 3.41|0.97x| 0.2840| 2.50 GB|26.98|0.8118|- |- | 925,383| -|elan 4x bf16 | 2.15| 1.92|0.90x| 0.4662| 1.63 GB|- |- |27.13|0.8167| 8,312,448| -|man 4x fp16 | 1.26| 0.93|0.73x| 0.7906| 1.53 GB|27.26|0.8197|- |- | 8,712,588| -|swinir_s 4x bf16 | 1.02| 1.08|1.06x| 0.9798| 1.55 GB|26.47|0.7980|- |- | 929,628| -|srformer_light 4x bf16 | 1.04| 1.04|1.00x| 0.9655| 2.36 GB|26.67|0.8032|- |- | 6,894,948| -|swin2sr_s 4x bf16 | 1.03| 1.01|0.98x| 0.9691| 1.45 GB|- |- |- |- | 1,024,824| -|atd_light 4x bf16 | 1.02| 1.03|1.01x| 0.9838| 4.48 GB|26.97|0.8107|- |- | 814,920| -|dwt_s 4x bf16 | 0.71| 0.71|1.00x| 1.4183| 2.65 GB|27.50|0.8253|- |- |11,900,199| -|swinir_m 4x bf16 | 0.70| 0.69|0.99x| 1.4323| 2.64 GB|27.45|0.8254|- |- |11,900,199| -|hat_s 4x bf16 | 0.63| 0.66|1.06x| 1.5983| 9.85 GB|27.87|0.8346|- |- | 9,621,183| -|dat_light 4x bf16 | 0.63| 0.63|1.01x| 1.5922| 2.71 GB|26.64|0.8033|- |- | 878,577| -|swin2sr_m 4x bf16 | 0.63| 0.63|1.00x| 1.5878| 2.51 GB|27.51|0.8271|- |- |12,239,283| -|hat_m 4x bf16 | 0.55| 0.59|1.07x| 1.8089| 10.30 GB|27.97|0.8368|- |- |20,772,507| -|dat_s 4x bf16 | 0.57| 0.58|1.01x| 1.7414| 2.85 GB|27.68|0.8300|- |- |11,212,131| -|swinir_l 4x bf16 | 0.47| 0.48|1.02x| 2.1341| 3.56 GB|- |- |- |- |28,013,059| -|swin2sr_l 4x bf16 | 0.40| 0.39|0.97x| 2.4707| 3.37 GB|- |- |- |- |28,785,859| -|atd 4x bf16 | 0.35| 0.37|1.05x| 2.8766| 6.42 GB|28.22|0.8414|- |- |20,260,929| -|grl_t 4x bf16 | 0.35| 0.35|1.00x| 2.8890| 9.31 GB|27.15|0.8185|- |- | 906,192| -|grl_s 4x bf16 | 0.33| 0.33|0.99x| 3.0045| 9.70 GB|27.90|0.8357|- |- | 3,487,715| -|hat_l 4x bf16 | 0.29| 0.31|1.07x| 3.4487| 10.41 GB|28.60|0.8498|- |- |40,846,575| -|srformer 4x bf16 | 0.29| 0.28|0.96x| 3.4567| 3.65 GB|27.68|0.8311|- |- |10,543,503| -|dat_2 4x bf16 | 0.29| 0.29|1.01x| 3.4932| 3.92 GB|27.86|0.8341|- |- |11,212,131| -|dat 4x bf16 | 0.28| 0.29|1.01x| 3.5379| 3.94 GB|27.87|0.8343|- |- |14,802,051| -|drct 4x bf16 | 0.18| 0.18|0.99x| 5.4067| 6.28 GB|28.06|0.8378|- |- |14,139,579| -|grl_b 4x bf16 | 0.17| 0.17|0.99x| 5.9274| 13.22 GB|28.53|0.8504|- |- |20,201,299| -|dwt 4x bf16 | 0.16| 0.16|1.00x| 6.3340| 5.58 GB|27.81|0.8324|- |- |12,059,175| -|drct_l 4x bf16 | 0.09| 0.09|1.00x| 10.7710| 6.42 GB|28.70|0.8508|- |- |27,580,719| -|drct_xl 4x bf16 | 0.08| 0.08|1.00x| 12.4927| 6.46 GB|- |- |- |- |32,061,099| ### 3x scale (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| +|ditn_real 3x fp16 | 33.84| 24.31|0.72x| 0.0296| 0.72 GB|- |- |28.06|0.8512| 432,751| +|plksr_tiny 3x fp16 | 40.02| 54.77|1.37x| 0.0250| 0.24 GB|28.51|0.8599|28.35|0.8571| 2,358,427| +|safmn 3x fp16 | 45.60| 43.97|0.96x| 0.0219| 0.26 GB|27.95|0.8474|- |- | 232,695| +|seemore_t 3x bf16 | 33.80| 24.35|0.72x| 0.0296| 0.27 GB|28.27|0.8538|- |- | 224,979| +|span 3x fp16 | 96.34| 112.34|1.17x| 0.0104| 0.59 GB|- |- |- |- | 2,227,635| +|artcnn_r8f64 3x fp16 | 97.81| 159.25|1.63x| 0.0102| 0.22 GB|- |- |- |- | 940,571| +|artcnn_r8f48 3x fp16 | 134.66| 200.66|1.49x| 0.0074| 0.17 GB|- |- |- |- | 532,635| +|lmlt_tiny 3x fp16 | 29.73| 29.78|1.00x| 0.0336| 0.36 GB|28.10|0.8503|- |- | 244,215| +|man_tiny 3x fp16 | 36.25| 33.11|0.91x| 0.0276| 0.41 GB|- |- |- |- | 140,907| +|mosr_t 3x fp16 | 58.67| 71.55|1.22x| 0.0170| 0.35 GB|- |- |- |- | 600,795| +|realplksr_tiny 3x fp16 | 25.10| 30.11|1.20x| 0.0398| 0.32 GB|- |- |- |- | 2,359,963| +|rtmosr 3x fp16 | 281.73| 253.60|0.90x| 0.0035| 0.33 GB|- |- |- |- | 2,886,066| +|sebica 3x fp16 | 177.31| 242.54|1.37x| 0.0056| 0.14 GB|- |- |- |- | 40,539| +|sebica_mini 3x fp16 | 211.60| 265.19|1.25x| 0.0047| 0.13 GB|- |- |- |- | 11,379| +|spanplus 3x fp16 | 66.48| 68.36|1.03x| 0.0150| 1.24 GB|- |- |- |- | 2,223,075| +|spanplus_sts 3x fp16 | 163.08| 176.90|1.08x| 0.0061| 0.21 GB|- |- |- |- | 687,091| +|spanplus_s 3x fp16 | 97.68| 93.20|0.95x| 0.0102| 0.89 GB|- |- |- |- | 684,067| +|spanplus_st 3x fp16 | 96.23| 112.16|1.17x| 0.0104| 0.31 GB|- |- |- |- | 2,227,635| +|compact 3x fp16 | 151.68| 238.98|1.58x| 0.0066| 0.11 GB|- |- |- |- | 609,307| +|ultracompact 3x fp16 | 281.85| 430.02|1.53x| 0.0035| 0.11 GB|- |- |- |- | 313,371| +|superultracompact 3x fp16 | 889.83| 933.62|1.05x| 0.0011| 0.11 GB|- |- |- |- | 48,411| +|dctlsa 3x bf16 | 7.19| 7.07|0.98x| 0.1391| 2.74 GB|- |- |28.78|0.8650| 874,912| +|omnisr 3x fp16 | 8.01| 7.88|0.98x| 0.1248| 1.17 GB|29.12|0.8712|28.84|0.8656| 793,259| +|plksr 3x fp16 | 13.31| 18.35|1.38x| 0.0752| 0.27 GB|29.10|0.8713|28.86|0.8666| 7,373,979| +|realcugan 3x fp16 | 26.96| 37.02|1.37x| 0.0371| 1.71 GB|- |- |- |- | 1,286,326| +|esrgan use_pixel_unshuffle=True 3x fp16| 3.58| 5.00|1.39x| 0.2790| 1.44 GB|- |- |- |- |16,661,059| +|esrgan use_pixel_unshuffle=False 3x fp16| 3.77| 4.93|1.31x| 0.2655| 1.44 GB|- |- |- |- |16,661,059| +|esrgan_lite 3x fp16 | 10.40| 13.90|1.34x| 0.0961| 0.71 GB|- |- |- |- | 5,011,907| +|safmn_l 3x fp16 | 5.13| 5.07|0.99x| 0.1950| 0.87 GB|28.99|0.8679|- |- | 5,576,603| +|artcnn_r16f96 3x fp16 | 20.69| 31.52|1.52x| 0.0483| 0.33 GB|- |- |- |- | 4,095,003| +|eimn_l 3x fp16 | 7.46| 6.28|0.84x| 0.1341| 0.87 GB|29.05|0.8698|- |- | 990,379| +|eimn_a 3x fp16 | 8.52| 7.18|0.84x| 0.1174| 0.87 GB|28.87|0.8660|- |- | 868,753| +|elan 3x bf16 | 2.19| 1.96|0.90x| 0.4569| 1.62 GB|- |- |29.32|0.8745| 8,278,407| +|elan_light 3x bf16 | 9.77| 9.73|1.00x| 0.1024| 1.10 GB|- |- |28.69|0.8624| 590,127| +|emt 3x bf16 | 3.79| 3.75|0.99x| 0.2639| 2.49 GB|29.16|0.8716|- |- | 957,843| +|flexnet 3x fp16 | 3.53| 3.72|1.05x| 0.2830| 1.29 GB|- |- |- |- | 3,020,923| +|metaflexnet 3x fp16 | 6.79| 6.94|1.02x| 0.1472| 1.79 GB|- |- |- |- |67,181,211| +|hit_sir 3x bf16 | 5.40| 5.41|1.00x| 0.1853| 1.32 GB|- |- |28.93|0.8673| 780,179| +|hit_sng 3x bf16 | 4.85| 4.81|0.99x| 0.2063| 1.32 GB|- |- |28.91|0.8671| 1,020,699| +|hit_srf 3x bf16 | 4.32| 4.40|1.02x| 0.2315| 1.32 GB|- |- |28.99|0.8687| 855,059| +|lmlt_base 3x fp16 | 16.27| 16.18|0.99x| 0.0615| 0.54 GB|28.48|0.8581|- |- | 660,447| +|lmlt_large 3x fp16 | 11.14| 11.14|1.00x| 0.0898| 0.75 GB|28.72|0.8628|- |- | 1,279,431| +|man_light 3x fp16 | 6.20| 5.85|0.94x| 0.1612| 0.51 GB|- |- |- |- | 831,507| +|moesr2 3x bf16 | 4.05| 3.90|0.96x| 0.2466| 0.90 GB|- |- |- |- |16,534,891| +|mosr 3x fp16 | 9.71| 12.05|1.24x| 0.1030| 0.47 GB|- |- |- |- | 4,275,483| +|rcan 3x bf16 | 5.91| 8.02|1.36x| 0.1692| 0.91 GB|- |- |29.09|0.8702|15,629,283| +|rcan_unshuffle 3x fp16 | 5.86| 8.00|1.37x| 0.1706| 0.86 GB|- |- |- |- |15,629,283| +|realplksr dysample layer_norm=False 3x fp16| 6.04| 6.36|1.05x| 0.1655| 0.80 GB|- |- |- |- | 7,380,617| +|realplksr pixelshuffle layer_norm=False 3x fp16| 6.16| 6.52|1.06x| 0.1624| 0.41 GB|- |- |- |- | 7,377,563| +|realplksr dysample layer_norm=True 3x fp16| 8.92| 10.74|1.20x| 0.1121| 0.80 GB|- |- |- |- | 7,380,617| +|realplksr pixelshuffle layer_norm=True 3x fp16| 9.18| 11.18|1.22x| 0.1089| 0.34 GB|- |- |- |- | 7,377,563| +|scunet_aaf6aa 3x fp16 | 12.19| 14.70|1.21x| 0.0820| 1.03 GB|- |- |- |- |15,170,540| +|atd 3x bf16 | 0.35| 0.37|1.06x| 2.8350| 6.40 GB|30.52|0.8924|- |- |20,297,857| +|atd_light 3x bf16 | 1.00| 1.01|1.00x| 0.9976| 4.45 GB|29.17|0.8709|- |- | 805,827| +|dat 3x bf16 | 0.27| 0.28|1.02x| 3.6565| 3.92 GB|30.18|0.8886|- |- |14,838,979| +|dat_s 3x bf16 | 0.58| 0.57|0.99x| 1.7371| 2.82 GB|29.98|0.8846|- |- |11,249,059| +|dat_2 3x bf16 | 0.27| 0.27|1.00x| 3.6410| 3.90 GB|30.13|0.8878|- |- |11,249,059| +|dat_light 3x bf16 | 0.64| 0.63|0.99x| 1.5701| 2.69 GB|28.89|0.8666|- |- | 915,505| +|drct 3x bf16 | 0.19| 0.19|1.00x| 5.3123| 6.26 GB|30.34|0.8910|- |- |14,176,507| +|drct_l 3x bf16 | 0.09| 0.09|1.01x| 10.6875| 6.39 GB|31.14|0.9004|- |- |27,617,647| +|drct_xl 3x bf16 | 0.08| 0.08|1.00x| 12.3774| 6.44 GB|- |- |- |- |32,098,027| +|grl_b 3x bf16 | 0.18| 0.17|0.98x| 5.6320| 13.20 GB|- |- |- |- |20,238,227| +|grl_s 3x bf16 | 0.35| 0.36|1.02x| 2.8190| 9.67 GB|- |- |- |- | 3,524,643| +|grl_t 3x bf16 | 0.38| 0.38|1.00x| 2.6418| 9.29 GB|- |- |- |- | 894,075| +|hat_l 3x bf16 | 0.30| 0.32|1.08x| 3.3741| 10.39 GB|30.92|0.8981|- |- |40,883,503| +|hat_m 3x bf16 | 0.57| 0.61|1.07x| 1.7636| 10.27 GB|30.23|0.8896|- |- |20,809,435| +|hat_s 3x bf16 | 0.65| 0.69|1.06x| 1.5306| 9.83 GB|30.15|0.8879|- |- | 9,658,111| +|srformer 3x bf16 | 0.29| 0.29|1.00x| 3.4551| 3.62 GB|30.04|0.8865|- |- |10,580,431| +|srformer_light 3x bf16 | 1.04| 1.05|1.01x| 0.9645| 2.34 GB|28.81|0.8655|- |- | 6,860,907| +|swin2sr_m 3x bf16 | 0.63| 0.64|1.01x| 1.5909| 2.48 GB|- |- |- |- |12,276,211| +|swin2sr_s 3x bf16 | 1.03| 1.03|1.00x| 0.9712| 1.43 GB|- |- |- |- | 1,013,463| +|swinir_l 3x bf16 | 0.48| 0.47|0.99x| 2.0966| 3.52 GB|- |- |- |- |27,976,131| +|swinir_m 3x bf16 | 0.70| 0.71|1.02x| 1.4296| 2.62 GB|29.75|0.8826|- |- |11,937,127| +|swinir_s 3x bf16 | 1.07| 1.06|0.99x| 0.9324| 1.53 GB|28.66|0.8624|- |- | 918,267| +|dwt 3x bf16 | 0.15| 0.16|1.04x| 6.6336| 5.55 GB|30.07|0.8860|- |- |12,096,103| +|dwt_s 3x bf16 | 0.63| 0.62|0.99x| 1.5932| 2.63 GB|29.73|0.8806|- |- |11,937,127| +|man 3x fp16 | 1.29| 0.95|0.73x| 0.7727| 1.52 GB|29.52|0.8782|- |- | 8,678,547| |rgt 3x bf16 |- |- |- |- |- |-|-|-||- | |rgt_s 3x bf16 |- |- |- |- |- |-|-|-||- | |swin2sr_l 3x bf16 |- |- |- |- |- |-|-|-||- | |rtmosr_l 3x fp16 |- |- |- |- |- |-|-|-||- | |rtmosr_ul 3x fp16 |- |- |- |- |- |-|-|-||- | |tscunet 3x fp16 |- |- |- |- |- |-|-|-||- | -|superultracompact 3x fp16 | 862.11| 922.77|1.07x| 0.0012| 0.11 GB|- |- |- |- | 48,411| -|ultracompact 3x fp16 | 275.98| 430.71|1.56x| 0.0036| 0.11 GB|- |- |- |- | 313,371| -|sebica_mini 3x fp16 | 208.99| 278.48|1.33x| 0.0048| 0.13 GB|- |- |- |- | 11,379| -|rtmosr 3x fp16 | 275.32| 250.99|0.91x| 0.0036| 0.33 GB|- |- |- |- | 2,886,066| -|compact 3x fp16 | 148.77| 239.89|1.61x| 0.0067| 0.11 GB|- |- |- |- | 609,307| -|sebica 3x fp16 | 180.09| 233.67|1.30x| 0.0056| 0.14 GB|- |- |- |- | 40,539| -|artcnn_r8f48 3x fp16 | 134.07| 200.35|1.49x| 0.0075| 0.17 GB|- |- |- |- | 532,635| -|spanplus_sts 3x fp16 | 167.53| 173.22|1.03x| 0.0060| 0.21 GB|- |- |- |- | 687,091| -|artcnn_r8f64 3x fp16 | 96.72| 158.96|1.64x| 0.0103| 0.22 GB|- |- |- |- | 940,571| -|spanplus_st 3x fp16 | 91.76| 105.31|1.15x| 0.0109| 0.31 GB|- |- |- |- | 2,227,635| -|span 3x fp16 | 97.65| 104.57|1.07x| 0.0102| 0.59 GB|- |- |- |- | 2,227,635| -|spanplus_s 3x fp16 | 97.78| 92.61|0.95x| 0.0102| 0.89 GB|- |- |- |- | 684,067| -|mosr_t 3x fp16 | 57.94| 70.63|1.22x| 0.0173| 0.35 GB|- |- |- |- | 600,795| -|spanplus 3x fp16 | 69.14| 67.39|0.97x| 0.0145| 1.24 GB|- |- |- |- | 2,223,075| -|plksr_tiny 3x fp16 | 40.10| 53.77|1.34x| 0.0249| 0.24 GB|28.51|0.8599|28.35|0.8571| 2,358,427| -|safmn 3x fp16 | 44.80| 43.00|0.96x| 0.0223| 0.26 GB|27.95|0.8474|- |- | 232,695| -|realcugan 3x fp16 | 26.42| 36.44|1.38x| 0.0378| 1.71 GB|- |- |- |- | 1,286,326| -|man_tiny 3x fp16 | 35.64| 32.60|0.91x| 0.0281| 0.41 GB|- |- |- |- | 140,907| -|seemore_t 3x bf16 | 33.36| 24.05|0.72x| 0.0300| 0.27 GB|28.27|0.8538|- |- | 224,979| -|ditn_real 3x fp16 | 33.16| 23.92|0.72x| 0.0302| 0.72 GB|- |- |28.06|0.8512| 432,751| -|realplksr_tiny 3x fp16 | 24.98| 29.50|1.18x| 0.0400| 0.32 GB|- |- |- |- | 2,359,963| -|lmlt_tiny 3x fp16 | 29.18| 29.07|1.00x| 0.0343| 0.36 GB|28.10|0.8503|- |- | 244,215| -|artcnn_r16f96 3x fp16 | 20.26| 27.85|1.37x| 0.0494| 0.33 GB|- |- |- |- | 4,095,003| -|plksr 3x fp16 | 13.15| 18.06|1.37x| 0.0760| 0.27 GB|29.10|0.8713|28.86|0.8666| 7,373,979| -|lmlt_base 3x fp16 | 15.97| 15.90|1.00x| 0.0626| 0.54 GB|28.48|0.8581|- |- | 660,447| -|scunet_aaf6aa 3x fp16 | 11.89| 14.33|1.21x| 0.0841| 1.03 GB|- |- |- |- |15,170,540| -|esrgan_lite 3x fp16 | 10.22| 13.06|1.28x| 0.0978| 0.71 GB|- |- |- |- | 5,011,907| -|mosr 3x fp16 | 9.56| 11.88|1.24x| 0.1046| 0.47 GB|- |- |- |- | 4,275,483| -|realplksr pixelshuffle layer_norm=True 3x fp16| 9.05| 11.01|1.22x| 0.1105| 0.34 GB|- |- |- |- | 7,377,563| -|lmlt_large 3x fp16 | 10.99| 10.79|0.98x| 0.0910| 0.75 GB|28.72|0.8628|- |- | 1,279,431| -|realplksr dysample layer_norm=True 3x fp16| 8.77| 10.51|1.20x| 0.1140| 0.80 GB|- |- |- |- | 7,380,617| -|elan_light 3x bf16 | 9.60| 9.56|1.00x| 0.1042| 1.10 GB|- |- |28.69|0.8624| 590,127| -|eimn_a 3x fp16 | 8.36| 7.08|0.85x| 0.1197| 0.87 GB|28.87|0.8660|- |- | 868,753| -|rcan 3x bf16 | 5.63| 8.05|1.43x| 0.1776| 0.91 GB|- |- |29.09|0.8702|15,629,283| -|omnisr 3x fp16 | 7.66| 7.55|0.99x| 0.1306| 1.17 GB|29.12|0.8712|28.84|0.8656| 793,259| -|eimn_l 3x fp16 | 7.32| 6.19|0.85x| 0.1367| 0.87 GB|29.05|0.8698|- |- | 990,379| -|dctlsa 3x bf16 | 7.03| 6.94|0.99x| 0.1422| 2.65 GB|- |- |28.78|0.8650| 874,912| -|metaflexnet 3x fp16 | 6.53| 6.67|1.02x| 0.1531| 1.79 GB|- |- |- |- |67,181,211| -|realplksr pixelshuffle layer_norm=False 3x fp16| 6.09| 6.43|1.06x| 0.1643| 0.41 GB|- |- |- |- | 7,377,563| -|realplksr dysample layer_norm=False 3x fp16| 5.95| 6.26|1.05x| 0.1680| 0.80 GB|- |- |- |- | 7,380,617| -|man_light 3x fp16 | 6.10| 5.75|0.94x| 0.1638| 0.51 GB|- |- |- |- | 831,507| -|hit_sir 3x bf16 | 5.30| 5.31|1.00x| 0.1887| 1.32 GB|- |- |28.93|0.8673| 780,179| -|safmn_l 3x fp16 | 4.98| 4.92|0.99x| 0.2009| 0.87 GB|28.99|0.8679|- |- | 5,576,603| -|esrgan use_pixel_unshuffle=True 3x fp16| 3.50| 4.85|1.39x| 0.2856| 1.44 GB|- |- |- |- |16,661,059| -|esrgan use_pixel_unshuffle=False 3x fp16| 3.53| 4.84|1.37x| 0.2834| 1.44 GB|- |- |- |- |16,661,059| -|hit_sng 3x bf16 | 4.76| 4.74|1.00x| 0.2101| 1.32 GB|- |- |28.91|0.8671| 1,020,699| -|hit_srf 3x bf16 | 4.25| 4.32|1.02x| 0.2352| 1.32 GB|- |- |28.99|0.8687| 855,059| -|moesr2 3x bf16 | 3.95| 3.80|0.96x| 0.2532| 0.90 GB|- |- |- |- |16,534,891| -|flexnet 3x fp16 | 3.46| 3.64|1.05x| 0.2889| 1.29 GB|- |- |- |- | 3,020,923| -|emt 3x bf16 | 3.59| 3.56|0.99x| 0.2789| 2.49 GB|29.16|0.8716|- |- | 957,843| -|elan 3x bf16 | 2.15| 1.93|0.89x| 0.4646| 1.62 GB|- |- |29.32|0.8745| 8,278,407| -|man 3x fp16 | 1.26| 0.93|0.73x| 0.7907| 1.52 GB|29.52|0.8782|- |- | 8,678,547| -|swinir_s 3x bf16 | 1.09| 1.07|0.99x| 0.9210| 1.53 GB|28.66|0.8624|- |- | 918,267| -|srformer_light 3x bf16 | 1.04| 1.04|1.01x| 0.9650| 2.34 GB|28.81|0.8655|- |- | 6,860,907| -|swin2sr_s 3x bf16 | 1.02| 1.01|0.98x| 0.9759| 1.43 GB|- |- |- |- | 1,013,463| -|atd_light 3x bf16 | 0.95| 0.95|1.01x| 1.0575| 4.45 GB|29.17|0.8709|- |- | 805,827| -|dwt_s 3x bf16 | 0.69| 0.72|1.03x| 1.4413| 2.63 GB|29.73|0.8806|- |- |11,937,127| -|swinir_m 3x bf16 | 0.70| 0.71|1.02x| 1.4208| 2.62 GB|29.75|0.8826|- |- |11,937,127| -|hat_s 3x bf16 | 0.64| 0.68|1.06x| 1.5619| 9.83 GB|30.15|0.8879|- |- | 9,658,111| -|swin2sr_m 3x bf16 | 0.63| 0.63|1.00x| 1.5815| 2.48 GB|- |- |- |- |12,276,211| -|dat_light 3x bf16 | 0.61| 0.61|1.00x| 1.6479| 2.69 GB|28.89|0.8666|- |- | 915,505| -|hat_m 3x bf16 | 0.55| 0.59|1.07x| 1.8074| 10.27 GB|30.23|0.8896|- |- |20,809,435| -|dat_s 3x bf16 | 0.57| 0.58|1.01x| 1.7414| 2.82 GB|29.98|0.8846|- |- |11,249,059| -|swinir_l 3x bf16 | 0.47| 0.47|1.01x| 2.1210| 3.52 GB|- |- |- |- |27,976,131| -|atd 3x bf16 | 0.34| 0.36|1.05x| 2.9264| 6.40 GB|30.52|0.8924|- |- |20,297,857| -|grl_t 3x bf16 | 0.35| 0.36|1.02x| 2.8495| 9.29 GB|- |- |- |- | 894,075| -|grl_s 3x bf16 | 0.34| 0.35|1.01x| 2.9151| 9.67 GB|- |- |- |- | 3,524,643| -|hat_l 3x bf16 | 0.29| 0.31|1.07x| 3.4437| 10.39 GB|30.92|0.8981|- |- |40,883,503| -|srformer 3x bf16 | 0.29| 0.29|1.00x| 3.4557| 3.62 GB|30.04|0.8865|- |- |10,580,431| -|dat_2 3x bf16 | 0.27| 0.27|1.00x| 3.6612| 3.90 GB|30.13|0.8878|- |- |11,249,059| -|dat 3x bf16 | 0.27| 0.27|1.00x| 3.6875| 3.92 GB|30.18|0.8886|- |- |14,838,979| -|drct 3x bf16 | 0.19| 0.19|0.98x| 5.3025| 6.26 GB|30.34|0.8910|- |- |14,176,507| -|grl_b 3x bf16 | 0.17| 0.17|0.99x| 5.8781| 13.20 GB|- |- |- |- |20,238,227| -|dwt 3x bf16 | 0.16| 0.16|1.04x| 6.4193| 5.55 GB|30.07|0.8860|- |- |12,096,103| -|drct_l 3x bf16 | 0.09| 0.09|1.00x| 10.6045| 6.39 GB|31.14|0.9004|- |- |27,617,647| -|drct_xl 3x bf16 | 0.08| 0.08|0.99x| 12.4379| 6.44 GB|- |- |- |- |32,098,027| ### 2x scale (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| +|ditn_real 2x fp16 | 33.84| 24.34|0.72x| 0.0295| 0.71 GB|- |- |31.96|0.9273| 424,636| +|plksr_tiny 2x fp16 | 40.39| 55.32|1.37x| 0.0248| 0.23 GB|32.58|0.9328|32.43|0.9314| 2,349,772| +|realcugan 2x fp16 | 62.16| 84.31|1.36x| 0.0161| 0.78 GB|- |- |- |- | 1,284,598| +|esrgan_lite 2x fp16 | 48.93| 63.25|1.29x| 0.0204| 0.34 GB|- |- |- |- | 5,023,747| +|safmn 2x fp16 | 45.76| 44.25|0.97x| 0.0219| 0.25 GB|31.84|0.9256|- |- | 227,820| +|seemore_t 2x bf16 | 33.87| 24.31|0.72x| 0.0295| 0.25 GB|32.22|0.9286|- |- | 220,104| +|span 2x fp16 | 95.09| 111.27|1.17x| 0.0105| 0.58 GB|32.24|0.9294|- |- | 2,221,140| +|artcnn_r8f64 2x fp16 | 97.71| 160.51|1.64x| 0.0102| 0.21 GB|32.10|0.9293|- |- | 931,916| +|artcnn_r8f48 2x fp16 | 136.18| 203.66|1.50x| 0.0073| 0.16 GB|- |- |- |- | 526,140| +|lmlt_tiny 2x fp16 | 29.98| 29.94|1.00x| 0.0334| 0.35 GB|32.04|0.9273|- |- | 239,340| +|man_tiny 2x fp16 | 36.41| 33.32|0.92x| 0.0275| 0.41 GB|- |- |- |- | 134,412| +|mosr_t 2x fp16 | 58.89| 71.87|1.22x| 0.0170| 0.34 GB|- |- |- |- | 594,300| +|realplksr_tiny 2x fp16 | 25.37| 30.32|1.20x| 0.0394| 0.30 GB|- |- |- |- | 2,351,308| +|rtmosr 2x fp16 | 286.04| 262.59|0.92x| 0.0035| 0.32 GB|- |- |- |- | 2,842,536| +|rtmosr_l 2x fp16 | 827.95| 823.39|0.99x| 0.0012| 0.12 GB|- |- |- |- | 2,981,424| +|rtmosr_ul 2x fp16 | 869.61| 860.26|0.99x| 0.0011| 0.12 GB|- |- |- |- | 2,233,450| +|sebica 2x fp16 | 175.07| 236.47|1.35x| 0.0057| 0.10 GB|- |- |- |- | 40,284| +|sebica_mini 2x fp16 | 211.21| 262.12|1.24x| 0.0047| 0.08 GB|- |- |- |- | 11,244| +|spanplus 2x fp16 | 78.89| 86.29|1.09x| 0.0127| 0.58 GB|- |- |- |- | 2,219,195| +|spanplus_sts 2x fp16 | 163.92| 176.23|1.08x| 0.0061| 0.21 GB|- |- |- |- | 682,756| +|spanplus_s 2x fp16 | 125.56| 125.68|1.00x| 0.0080| 0.42 GB|- |- |- |- | 681,467| +|spanplus_st 2x fp16 | 97.42| 116.51|1.20x| 0.0103| 0.31 GB|- |- |- |- | 2,221,140| +|compact 2x fp16 | 151.85| 248.92|1.64x| 0.0066| 0.11 GB|- |- |- |- | 600,652| +|ultracompact 2x fp16 | 286.42| 462.72|1.62x| 0.0035| 0.10 GB|- |- |- |- | 304,716| +|superultracompact 2x fp16 | 944.24| 1088.75|1.15x| 0.0011| 0.07 GB|- |- |- |- | 45,156| +|dctlsa 2x bf16 | 7.19| 7.07|0.98x| 0.1392| 2.73 GB|- |- |32.96|0.9362| 867,472| +|omnisr 2x fp16 | 8.00| 7.88|0.98x| 0.1250| 1.16 GB|33.30|0.9386|33.05|0.9363| 784,604| +|plksr 2x fp16 | 13.32| 18.42|1.38x| 0.0750| 0.25 GB|33.36|0.9395|32.99|0.9365| 7,365,324| +|esrgan use_pixel_unshuffle=True 2x fp16| 18.80| 24.49|1.30x| 0.0532| 0.70 GB|33.08|0.9387|- |- |16,703,171| +|esrgan use_pixel_unshuffle=False 2x fp16| 3.87| 5.25|1.35x| 0.2581| 0.70 GB|33.41|0.9407|- |- |16,661,059| +|safmn_l 2x fp16 | 5.13| 5.06|0.99x| 0.1951| 0.86 GB|33.06|0.9366|- |- | 5,559,308| +|artcnn_r16f96 2x fp16 | 20.73| 31.56|1.52x| 0.0482| 0.32 GB|- |- |- |- | 4,082,028| +|eimn_l 2x fp16 | 7.48| 6.31|0.84x| 0.1336| 0.86 GB|33.23|0.9381|- |- | 981,724| +|eimn_a 2x fp16 | 8.55| 7.21|0.84x| 0.1170| 0.86 GB|33.15|0.9373|- |- | 860,098| +|elan 2x bf16 | 2.19| 1.96|0.89x| 0.4561| 1.61 GB|- |- |33.34|0.9391| 8,254,092| +|elan_light 2x bf16 | 9.80| 9.75|0.99x| 0.1020| 1.09 GB|- |- |32.76|0.9340| 582,012| +|emt 2x bf16 | 3.85| 3.83|1.00x| 0.2598| 2.48 GB|- |- |- |- | 795,543| +|flexnet 2x fp16 | 3.54| 3.73|1.05x| 0.2828| 1.28 GB|- |- |- |- | 3,003,628| +|metaflexnet 2x fp16 | 6.78| 6.95|1.02x| 0.1474| 1.78 GB|- |- |- |- |67,163,916| +|hit_sir 2x bf16 | 5.40| 5.41|1.00x| 0.1852| 1.30 GB|- |- |33.02|0.9365| 772,064| +|hit_sng 2x bf16 | 4.84| 4.79|0.99x| 0.2068| 1.30 GB|- |- |33.01|0.9360| 1,012,584| +|hit_srf 2x bf16 | 4.31| 4.39|1.02x| 0.2319| 1.30 GB|- |- |33.13|0.9372| 846,944| +|lmlt_base 2x fp16 | 16.24| 16.16|1.00x| 0.0616| 0.53 GB|32.52|0.9316|- |- | 652,332| +|lmlt_large 2x fp16 | 11.17| 11.13|1.00x| 0.0895| 0.74 GB|32.75|0.9336|- |- | 1,268,076| +|man_light 2x fp16 | 6.21| 5.85|0.94x| 0.1611| 0.51 GB|- |- |- |- | 823,392| +|moesr2 2x bf16 | 4.05| 3.90|0.96x| 0.2467| 0.89 GB|- |- |- |- |16,526,236| +|mosr 2x fp16 | 9.71| 12.08|1.24x| 0.1030| 0.47 GB|- |- |- |- | 4,266,828| +|rcan 2x bf16 | 6.01| 8.27|1.38x| 0.1663| 0.50 GB|33.62|0.9410|33.34|0.9384|15,444,643| +|rcan_unshuffle 2x fp16 | 20.81| 25.58|1.23x| 0.0481| 0.42 GB|- |- |- |- |15,597,539| +|realplksr dysample layer_norm=False 2x fp16| 6.13| 6.47|1.06x| 0.1632| 0.39 GB|- |- |- |- | 7,369,747| +|realplksr pixelshuffle layer_norm=False 2x fp16| 6.17| 6.53|1.06x| 0.1620| 0.40 GB|- |- |- |- | 7,368,908| +|realplksr dysample layer_norm=True 2x fp16| 9.10| 11.04|1.21x| 0.1100| 0.32 GB|- |- |- |- | 7,369,747| +|realplksr pixelshuffle layer_norm=True 2x fp16| 9.19| 11.19|1.22x| 0.1089| 0.33 GB|33.44|0.9412|- |- | 7,368,908| +|scunet_aaf6aa 2x fp16 | 12.03| 14.59|1.21x| 0.0831| 1.04 GB|- |- |- |- |15,170,540| +|atd 2x bf16 | 0.36| 0.38|1.06x| 2.7791| 6.38 GB|34.73|0.9476|- |- |20,113,217| +|atd_light 2x bf16 | 1.04| 1.06|1.02x| 0.9634| 4.44 GB|33.27|0.9375|- |- | 799,332| +|dat 2x bf16 | 0.28| 0.29|1.01x| 3.5312| 3.90 GB|34.37|0.9458|- |- |14,654,339| +|dat_s 2x bf16 | 0.58| 0.58|1.01x| 1.7222| 2.80 GB|34.12|0.9444|- |- |11,064,419| +|dat_2 2x bf16 | 0.29| 0.29|1.00x| 3.4929| 3.88 GB|34.31|0.9457|- |- |11,064,419| +|dat_light 2x bf16 | 0.64| 0.64|0.99x| 1.5580| 2.67 GB|32.89|0.9346|- |- | 730,865| +|drct 2x bf16 | 0.19| 0.19|1.00x| 5.3521| 6.24 GB|34.54|0.9474|- |- |13,991,867| +|drct_l 2x bf16 | 0.09| 0.09|1.00x| 10.6388| 6.37 GB|35.17|0.9516|- |- |27,433,007| +|drct_xl 2x bf16 | 0.08| 0.08|1.00x| 12.3841| 6.42 GB|- |- |- |- |31,913,387| +|grl_b 2x bf16 | 0.18| 0.18|0.99x| 5.6333| 13.18 GB|35.06|0.9505|- |- |20,053,587| +|grl_s 2x bf16 | 0.36| 0.36|1.00x| 2.8007| 9.66 GB|34.36|0.9463|- |- | 3,340,003| +|grl_t 2x bf16 | 0.37| 0.38|1.01x| 2.6750| 9.27 GB|33.60|0.9411|- |- | 885,420| +|hat_l 2x bf16 | 0.30| 0.32|1.08x| 3.3808| 10.37 GB|35.09|0.9513|- |- |40,698,863| +|hat_m 2x bf16 | 0.57| 0.61|1.07x| 1.7597| 10.26 GB|34.45|0.9466|- |- |20,624,795| +|hat_s 2x bf16 | 0.65| 0.69|1.06x| 1.5268| 9.81 GB|34.31|0.9459|- |- | 9,473,471| +|srformer 2x bf16 | 0.29| 0.29|1.00x| 3.4670| 3.61 GB|34.09|0.9449|- |- |10,395,791| +|srformer_light 2x bf16 | 1.03| 1.04|1.01x| 0.9717| 2.32 GB|32.91|0.9353|- |- | 6,836,592| +|swin2sr_m 2x bf16 | 0.64| 0.64|0.99x| 1.5633| 2.47 GB|33.89|0.9431|- |- |12,091,571| +|swin2sr_s 2x bf16 | 1.02| 1.04|1.02x| 0.9810| 1.41 GB|32.85|0.9349|- |- | 1,005,348| +|swinir_l 2x bf16 | 0.47| 0.48|1.01x| 2.1210| 3.52 GB|- |- |- |- |27,976,131| +|swinir_m 2x bf16 | 0.72| 0.72|1.00x| 1.3932| 2.60 GB|33.81|0.9427|- |- |11,752,487| +|swinir_s 2x bf16 | 1.08| 1.07|1.00x| 0.9297| 1.51 GB|32.76|0.9340|- |- | 910,152| +|dwt 2x bf16 | 0.16| 0.16|0.99x| 6.3759| 5.54 GB|34.14|0.9444|- |- |11,911,463| +|dwt_s 2x bf16 | 0.72| 0.72|1.01x| 1.3981| 2.61 GB|33.77|0.9419|- |- |11,752,487| +|man 2x fp16 | 1.29| 0.94|0.73x| 0.7727| 1.51 GB|33.73|0.9422|- |- | 8,654,232| |rgt 2x bf16 |- |- |- |- |- |-|-|-||- | |rgt_s 2x bf16 |- |- |- |- |- |-|-|-||- | |swin2sr_l 2x bf16 |- |- |- |- |- |-|-|-||- | |tscunet 2x fp16 |- |- |- |- |- |-|-|-||- | -|superultracompact 2x fp16 | 901.64| 1094.97|1.21x| 0.0011| 0.06 GB|- |- |- |- | 45,156| -|rtmosr_l 2x fp16 | 864.81| 881.80|1.02x| 0.0012| 0.13 GB|- |- |- |- | 2,981,424| -|rtmosr_ul 2x fp16 | 675.82| 881.63|1.30x| 0.0015| 0.10 GB|- |- |- |- | 2,233,450| -|ultracompact 2x fp16 | 282.91| 460.44|1.63x| 0.0035| 0.10 GB|- |- |- |- | 304,716| -|rtmosr 2x fp16 | 288.38| 261.55|0.91x| 0.0035| 0.31 GB|- |- |- |- | 2,842,536| -|sebica_mini 2x fp16 | 208.26| 274.85|1.32x| 0.0048| 0.08 GB|- |- |- |- | 11,244| -|compact 2x fp16 | 150.56| 248.22|1.65x| 0.0066| 0.10 GB|- |- |- |- | 600,652| -|sebica 2x fp16 | 180.94| 239.48|1.32x| 0.0055| 0.10 GB|- |- |- |- | 40,284| -|artcnn_r8f48 2x fp16 | 135.98| 204.20|1.50x| 0.0074| 0.16 GB|- |- |- |- | 526,140| -|spanplus_sts 2x fp16 | 165.22| 170.53|1.03x| 0.0061| 0.21 GB|- |- |- |- | 682,756| -|artcnn_r8f64 2x fp16 | 96.67| 160.46|1.66x| 0.0103| 0.21 GB|- |- |- |- | 931,916| -|spanplus_s 2x fp16 | 123.33| 121.84|0.99x| 0.0081| 0.42 GB|- |- |- |- | 681,467| -|spanplus_st 2x fp16 | 101.72| 115.25|1.13x| 0.0098| 0.31 GB|- |- |- |- | 2,221,140| -|span 2x fp16 | 98.55| 111.10|1.13x| 0.0101| 0.58 GB|32.24|0.9294|- |- | 2,221,140| -|spanplus 2x fp16 | 78.98| 85.89|1.09x| 0.0127| 0.58 GB|- |- |- |- | 2,219,195| -|realcugan 2x fp16 | 61.14| 82.97|1.36x| 0.0164| 0.78 GB|- |- |- |- | 1,284,598| -|mosr_t 2x fp16 | 57.83| 71.24|1.23x| 0.0173| 0.34 GB|- |- |- |- | 594,300| -|plksr_tiny 2x fp16 | 39.98| 53.96|1.35x| 0.0250| 0.23 GB|32.58|0.9328|32.43|0.9314| 2,349,772| -|esrgan_lite 2x fp16 | 49.06| 51.78|1.06x| 0.0204| 0.34 GB|- |- |- |- | 5,023,747| -|safmn 2x fp16 | 45.11| 42.91|0.95x| 0.0222| 0.25 GB|31.84|0.9256|- |- | 227,820| -|man_tiny 2x fp16 | 35.98| 32.73|0.91x| 0.0278| 0.41 GB|- |- |- |- | 134,412| -|seemore_t 2x bf16 | 33.27| 24.11|0.72x| 0.0301| 0.25 GB|32.22|0.9286|- |- | 220,104| -|ditn_real 2x fp16 | 33.14| 23.92|0.72x| 0.0302| 0.71 GB|- |- |31.96|0.9273| 424,636| -|artcnn_r16f96 2x fp16 | 20.34| 29.75|1.46x| 0.0492| 0.32 GB|- |- |- |- | 4,082,028| -|lmlt_tiny 2x fp16 | 29.72| 29.46|0.99x| 0.0336| 0.35 GB|32.04|0.9273|- |- | 239,340| -|realplksr_tiny 2x fp16 | 25.01| 29.62|1.18x| 0.0400| 0.30 GB|- |- |- |- | 2,351,308| -|esrgan use_pixel_unshuffle=True 2x fp16| 18.48| 19.10|1.03x| 0.0541| 0.70 GB|33.08|0.9387|- |- |16,703,171| -|plksr 2x fp16 | 13.22| 18.08|1.37x| 0.0756| 0.25 GB|33.36|0.9395|32.99|0.9365| 7,365,324| -|lmlt_base 2x fp16 | 15.99| 15.89|0.99x| 0.0625| 0.53 GB|32.52|0.9316|- |- | 652,332| -|scunet_aaf6aa 2x fp16 | 12.03| 14.66|1.22x| 0.0831| 1.03 GB|- |- |- |- |15,170,540| -|mosr 2x fp16 | 9.56| 11.87|1.24x| 0.1046| 0.47 GB|- |- |- |- | 4,266,828| -|realplksr pixelshuffle layer_norm=True 2x fp16| 9.01| 10.97|1.22x| 0.1109| 0.33 GB|33.44|0.9412|- |- | 7,368,908| -|lmlt_large 2x fp16 | 10.92| 10.69|0.98x| 0.0916| 0.74 GB|32.75|0.9336|- |- | 1,268,076| -|realplksr dysample layer_norm=True 2x fp16| 8.92| 10.81|1.21x| 0.1122| 0.32 GB|- |- |- |- | 7,369,747| -|elan_light 2x bf16 | 9.63| 9.56|0.99x| 0.1038| 1.09 GB|- |- |32.76|0.9340| 582,012| -|eimn_a 2x fp16 | 8.38| 7.08|0.85x| 0.1194| 0.86 GB|33.15|0.9373|- |- | 860,098| -|rcan 2x bf16 | 5.78| 8.30|1.44x| 0.1731| 0.50 GB|33.62|0.9410|33.34|0.9384|15,444,643| -|omnisr 2x fp16 | 7.67| 7.55|0.99x| 0.1305| 1.16 GB|33.30|0.9386|33.05|0.9363| 784,604| -|eimn_l 2x fp16 | 7.33| 6.19|0.84x| 0.1364| 0.86 GB|33.23|0.9381|- |- | 981,724| -|dctlsa 2x bf16 | 7.05| 6.94|0.98x| 0.1419| 2.64 GB|- |- |32.96|0.9362| 867,472| -|metaflexnet 2x fp16 | 6.52| 6.65|1.02x| 0.1533| 1.78 GB|- |- |- |- |67,163,916| -|realplksr pixelshuffle layer_norm=False 2x fp16| 6.09| 6.43|1.06x| 0.1642| 0.40 GB|- |- |- |- | 7,368,908| -|realplksr dysample layer_norm=False 2x fp16| 6.02| 6.38|1.06x| 0.1661| 0.39 GB|- |- |- |- | 7,369,747| -|man_light 2x fp16 | 6.10| 5.74|0.94x| 0.1639| 0.51 GB|- |- |- |- | 823,392| -|hit_sir 2x bf16 | 5.29| 5.31|1.00x| 0.1890| 1.30 GB|- |- |33.02|0.9365| 772,064| -|safmn_l 2x fp16 | 4.97| 4.93|0.99x| 0.2011| 0.86 GB|33.06|0.9366|- |- | 5,559,308| -|esrgan use_pixel_unshuffle=False 2x fp16| 3.64| 4.97|1.37x| 0.2746| 0.70 GB|33.41|0.9407|- |- |16,661,059| -|hit_sng 2x bf16 | 4.74| 4.74|1.00x| 0.2109| 1.30 GB|- |- |33.01|0.9360| 1,012,584| -|hit_srf 2x bf16 | 4.23| 4.31|1.02x| 0.2362| 1.30 GB|- |- |33.13|0.9372| 846,944| -|moesr2 2x bf16 | 3.96| 3.79|0.96x| 0.2528| 0.89 GB|- |- |- |- |16,526,236| -|flexnet 2x fp16 | 3.46| 3.64|1.05x| 0.2889| 1.28 GB|- |- |- |- | 3,003,628| -|emt 2x bf16 | 3.64| 3.63|1.00x| 0.2747| 2.48 GB|- |- |- |- | 795,543| -|elan 2x bf16 | 2.15| 1.93|0.90x| 0.4650| 1.61 GB|- |- |33.34|0.9391| 8,254,092| -|man 2x fp16 | 1.26| 0.93|0.73x| 0.7906| 1.51 GB|33.73|0.9422|- |- | 8,654,232| -|swinir_s 2x bf16 | 1.08| 1.08|1.00x| 0.9236| 1.51 GB|32.76|0.9340|- |- | 910,152| -|swin2sr_s 2x bf16 | 1.03| 1.04|1.00x| 0.9667| 1.41 GB|32.85|0.9349|- |- | 1,005,348| -|srformer_light 2x bf16 | 1.01| 1.03|1.02x| 0.9911| 2.32 GB|32.91|0.9353|- |- | 6,836,592| -|atd_light 2x bf16 | 0.99| 0.99|1.00x| 1.0136| 4.44 GB|33.27|0.9375|- |- | 799,332| -|dwt_s 2x bf16 | 0.72| 0.72|0.99x| 1.3847| 2.61 GB|33.77|0.9419|- |- |11,752,487| -|swinir_m 2x bf16 | 0.72| 0.72|1.00x| 1.3971| 2.60 GB|33.81|0.9427|- |- |11,752,487| -|hat_s 2x bf16 | 0.64| 0.68|1.06x| 1.5570| 9.81 GB|34.31|0.9459|- |- | 9,473,471| -|swin2sr_m 2x bf16 | 0.61| 0.62|1.02x| 1.6346| 2.47 GB|33.89|0.9431|- |- |12,091,571| -|dat_light 2x bf16 | 0.61| 0.62|1.01x| 1.6329| 2.67 GB|32.89|0.9346|- |- | 730,865| -|hat_m 2x bf16 | 0.56| 0.59|1.06x| 1.7956| 10.26 GB|34.45|0.9466|- |- |20,624,795| -|dat_s 2x bf16 | 0.57| 0.56|0.99x| 1.7516| 2.80 GB|34.12|0.9444|- |- |11,064,419| -|swinir_l 2x bf16 | 0.48| 0.48|1.01x| 2.1009| 3.52 GB|- |- |- |- |27,976,131| -|atd 2x bf16 | 0.35| 0.37|1.06x| 2.8359| 6.38 GB|34.73|0.9476|- |- |20,113,217| -|grl_t 2x bf16 | 0.33| 0.35|1.06x| 2.9953| 9.27 GB|33.60|0.9411|- |- | 885,420| -|grl_s 2x bf16 | 0.34| 0.34|1.00x| 2.9100| 9.66 GB|34.36|0.9463|- |- | 3,340,003| -|hat_l 2x bf16 | 0.29| 0.31|1.07x| 3.4517| 10.37 GB|35.09|0.9513|- |- |40,698,863| -|srformer 2x bf16 | 0.29| 0.29|1.00x| 3.4522| 3.61 GB|34.09|0.9449|- |- |10,395,791| -|dat 2x bf16 | 0.27| 0.28|1.01x| 3.6637| 3.90 GB|34.37|0.9458|- |- |14,654,339| -|dat_2 2x bf16 | 0.27| 0.27|1.00x| 3.6435| 3.88 GB|34.31|0.9457|- |- |11,064,419| -|drct 2x bf16 | 0.19| 0.19|1.01x| 5.3399| 6.24 GB|34.54|0.9474|- |- |13,991,867| -|grl_b 2x bf16 | 0.17| 0.17|0.99x| 5.8502| 13.18 GB|35.06|0.9505|- |- |20,053,587| -|dwt 2x bf16 | 0.16| 0.16|1.04x| 6.3532| 5.54 GB|34.14|0.9444|- |- |11,911,463| -|drct_l 2x bf16 | 0.10| 0.09|0.99x| 10.5193| 6.37 GB|35.17|0.9516|- |- |27,433,007| -|drct_xl 2x bf16 | 0.08| 0.08|1.00x| 12.3207| 6.42 GB|- |- |- |- |31,913,387| ### 1x scale (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| +|ditn_real 1x fp16 | 33.84| 24.32|0.72x| 0.0295| 0.70 GB|- |- |- |- | 419,767| +|plksr_tiny 1x fp16 | 40.75| 55.47|1.36x| 0.0245| 0.21 GB|- |- |- |- | 2,344,579| +|esrgan use_pixel_unshuffle=True 1x fp16| 45.20| 57.43|1.27x| 0.0221| 0.26 GB|- |- |- |- |16,723,907| +|esrgan_lite 1x fp16 | 84.32| 108.21|1.28x| 0.0119| 0.12 GB|- |- |- |- | 5,034,115| +|safmn 1x fp16 | 45.99| 44.50|0.97x| 0.0217| 0.25 GB|- |- |- |- | 224,895| +|seemore_t 1x bf16 | 33.89| 24.36|0.72x| 0.0295| 0.24 GB|- |- |- |- | 217,179| +|span 1x fp16 | 93.57| 108.11|1.16x| 0.0107| 0.57 GB|- |- |- |- | 2,217,243| +|artcnn_r8f64 1x fp16 | 98.22| 161.02|1.64x| 0.0102| 0.20 GB|- |- |- |- | 926,723| +|artcnn_r8f48 1x fp16 | 135.23| 204.79|1.51x| 0.0074| 0.15 GB|- |- |- |- | 522,243| +|lmlt_tiny 1x fp16 | 29.92| 29.93|1.00x| 0.0334| 0.35 GB|- |- |- |- | 236,415| +|man_tiny 1x fp16 | 36.51| 33.44|0.92x| 0.0274| 0.40 GB|- |- |- |- | 130,515| +|mosr_t 1x fp16 | 58.66| 72.07|1.23x| 0.0170| 0.33 GB|- |- |- |- | 590,403| +|rcan_unshuffle 1x fp16 | 23.55| 28.72|1.22x| 0.0425| 0.18 GB|- |- |- |- |15,618,275| +|realplksr_tiny 1x fp16 | 25.71| 30.37|1.18x| 0.0389| 0.29 GB|- |- |- |- | 2,346,115| +|rtmosr 1x fp16 | 291.25| 264.98|0.91x| 0.0034| 0.30 GB|- |- |- |- | 2,820,738| +|rtmosr_l 1x fp16 | 832.21| 856.77|1.03x| 0.0012| 0.07 GB|- |- |- |- | 3,061,848| +|rtmosr_ul 1x fp16 | 895.01| 881.60|0.99x| 0.0011| 0.05 GB|- |- |- |- | 2,313,874| +|sebica 1x fp16 | 181.80| 247.12|1.36x| 0.0055| 0.10 GB|- |- |- |- | 40,131| +|sebica_mini 1x fp16 | 214.49| 290.85|1.36x| 0.0047| 0.07 GB|- |- |- |- | 11,163| +|spanplus 1x fp16 | 91.86| 100.54|1.09x| 0.0109| 0.30 GB|- |- |- |- | 2,216,867| +|spanplus_sts 1x fp16 | 157.38| 146.71|0.93x| 0.0064| 0.20 GB|- |- |- |- | 680,155| +|spanplus_s 1x fp16 | 137.21| 141.39|1.03x| 0.0073| 0.20 GB|- |- |- |- | 679,907| +|spanplus_st 1x fp16 | 96.30| 111.46|1.16x| 0.0104| 0.30 GB|- |- |- |- | 2,217,243| +|compact 1x fp16 | 154.92| 252.11|1.63x| 0.0065| 0.09 GB|- |- |- |- | 595,459| +|ultracompact 1x fp16 | 292.85| 472.88|1.61x| 0.0034| 0.09 GB|- |- |- |- | 299,523| +|superultracompact 1x fp16 | 977.36| 1153.39|1.18x| 0.0010| 0.04 GB|- |- |- |- | 43,203| +|dctlsa 1x bf16 | 7.19| 7.08|0.98x| 0.1391| 2.73 GB|- |- |- |- | 863,008| +|omnisr 1x fp16 | 8.01| 7.89|0.99x| 0.1249| 1.15 GB|- |- |- |- | 779,411| +|plksr 1x fp16 | 13.43| 18.44|1.37x| 0.0745| 0.24 GB|- |- |- |- | 7,360,131| +|esrgan use_pixel_unshuffle=False 1x fp16| 3.98| 5.38|1.35x| 0.2513| 0.44 GB|- |- |- |- |16,624,131| +|safmn_l 1x fp16 | 5.13| 5.07|0.99x| 0.1948| 0.86 GB|- |- |- |- | 5,548,931| +|artcnn_r16f96 1x fp16 | 20.72| 31.50|1.52x| 0.0483| 0.31 GB|- |- |- |- | 4,074,243| +|eimn_l 1x fp16 | 7.48| 6.31|0.84x| 0.1337| 0.86 GB|- |- |- |- | 976,531| +|eimn_a 1x fp16 | 8.54| 7.22|0.84x| 0.1170| 0.86 GB|- |- |- |- | 854,905| +|elan 1x bf16 | 2.19| 1.96|0.90x| 0.4564| 1.61 GB|- |- |- |- | 8,239,503| +|elan_light 1x bf16 | 9.81| 9.73|0.99x| 0.1019| 1.08 GB|- |- |- |- | 577,143| +|emt 1x bf16 | 3.89| 3.88|1.00x| 0.2572| 2.48 GB|- |- |- |- | 665,703| +|flexnet 1x fp16 | 3.54| 3.73|1.05x| 0.2825| 1.28 GB|- |- |- |- | 2,993,251| +|metaflexnet 1x fp16 | 6.80| 6.95|1.02x| 0.1470| 1.77 GB|- |- |- |- |67,153,539| +|hit_sir 1x bf16 | 5.35| 5.34|1.00x| 0.1870| 1.29 GB|- |- |- |- | 767,195| +|hit_sng 1x bf16 | 4.77| 4.73|0.99x| 0.2096| 1.29 GB|- |- |- |- | 1,007,715| +|hit_srf 1x bf16 | 4.32| 4.34|1.00x| 0.2316| 1.29 GB|- |- |- |- | 842,075| +|lmlt_base 1x fp16 | 16.26| 16.20|1.00x| 0.0615| 0.53 GB|- |- |- |- | 647,463| +|lmlt_large 1x fp16 | 11.20| 11.16|1.00x| 0.0893| 0.74 GB|- |- |- |- | 1,261,263| +|man_light 1x fp16 | 6.21| 5.89|0.95x| 0.1611| 0.50 GB|- |- |- |- | 818,523| +|moesr2 1x bf16 | 4.04| 3.90|0.97x| 0.2476| 0.89 GB|- |- |- |- |16,521,043| +|mosr 1x fp16 | 9.73| 12.08|1.24x| 0.1028| 0.46 GB|- |- |- |- | 4,261,635| +|rcan 1x bf16 | 6.21| 8.49|1.37x| 0.1610| 0.28 GB|- |- |- |- |15,296,931| +|realplksr dysample layer_norm=False 1x fp16| 6.15| 6.52|1.06x| 0.1625| 0.39 GB|- |- |- |- | 7,363,757| +|realplksr pixelshuffle layer_norm=False 1x fp16| 6.17| 6.53|1.06x| 0.1621| 0.39 GB|- |- |- |- | 7,363,715| +|realplksr dysample layer_norm=True 1x fp16| 9.12| 11.13|1.22x| 0.1096| 0.32 GB|- |- |- |- | 7,363,757| +|realplksr pixelshuffle layer_norm=True 1x fp16| 9.16| 11.20|1.22x| 0.1091| 0.32 GB|- |- |- |- | 7,363,715| +|scunet_aaf6aa 1x fp16 | 27.93| 28.59|1.02x| 0.0358| 0.83 GB|- |- |- |- | 9,699,756| +|atd 1x bf16 | 0.36| 0.38|1.06x| 2.7773| 6.38 GB|- |- |- |- |19,965,505| +|atd_light 1x bf16 | 1.02| 1.03|1.01x| 0.9842| 4.43 GB|- |- |- |- | 795,435| +|dat 1x bf16 | 0.29| 0.29|1.00x| 3.4974| 3.89 GB|- |- |- |- |14,506,627| +|dat_s 1x bf16 | 0.58| 0.58|1.01x| 1.7352| 2.79 GB|- |- |- |- |10,916,707| +|dat_2 1x bf16 | 0.29| 0.29|1.00x| 3.4846| 3.87 GB|- |- |- |- |10,916,707| +|dat_light 1x bf16 | 0.64| 0.64|1.00x| 1.5564| 2.66 GB|- |- |- |- | 583,153| +|drct 1x bf16 | 0.19| 0.19|1.00x| 5.3343| 6.23 GB|- |- |- |- |13,844,155| +|drct_l 1x bf16 | 0.09| 0.09|0.99x| 10.5563| 6.36 GB|- |- |- |- |27,285,295| +|drct_xl 1x bf16 | 0.08| 0.08|1.02x| 12.5558| 6.41 GB|- |- |- |- |31,765,675| +|grl_b 1x bf16 | 0.18| 0.18|0.99x| 5.5368| 13.17 GB|- |- |- |- |19,905,875| +|grl_s 1x bf16 | 0.36| 0.37|1.01x| 2.7413| 9.64 GB|- |- |- |- | 3,192,291| +|grl_t 1x bf16 | 0.38| 0.38|1.00x| 2.6055| 9.26 GB|- |- |- |- | 880,227| +|hat_l 1x bf16 | 0.30| 0.32|1.08x| 3.3685| 10.36 GB|- |- |- |- |40,551,151| +|hat_m 1x bf16 | 0.57| 0.61|1.07x| 1.7581| 10.24 GB|- |- |- |- |20,477,083| +|hat_s 1x bf16 | 0.66| 0.69|1.06x| 1.5245| 9.80 GB|- |- |- |- | 9,325,759| +|srformer 1x bf16 | 0.29| 0.29|1.00x| 3.4460| 3.60 GB|- |- |- |- |10,248,079| +|srformer_light 1x bf16 | 1.04| 1.04|1.00x| 0.9602| 2.31 GB|- |- |- |- | 6,822,003| +|swin2sr_m 1x bf16 | 0.62| 0.62|0.99x| 1.6024| 2.46 GB|- |- |- |- |11,943,859| +|swin2sr_s 1x bf16 | 1.01| 1.02|1.02x| 0.9923| 1.40 GB|- |- |- |- | 1,000,479| +|swinir_l 1x bf16 | 0.48| 0.48|1.01x| 2.1034| 3.52 GB|- |- |- |- |27,976,131| +|swinir_m 1x bf16 | 0.72| 0.72|1.01x| 1.3950| 2.59 GB|- |- |- |- |11,604,775| +|swinir_s 1x bf16 | 1.06| 1.07|1.01x| 0.9414| 1.50 GB|- |- |- |- | 905,283| +|dwt 1x bf16 | 0.16| 0.16|1.00x| 6.4001| 5.53 GB|- |- |- |- |11,763,751| +|dwt_s 1x bf16 | 0.72| 0.72|1.00x| 1.3942| 2.60 GB|- |- |- |- |11,604,775| +|man 1x fp16 | 1.29| 0.94|0.73x| 0.7724| 1.51 GB|- |- |- |- | 8,639,643| |realcugan 1x fp16 |- |- |- |- |- |-|-|-||- | |rgt 1x bf16 |- |- |- |- |- |-|-|-||- | |rgt_s 1x bf16 |- |- |- |- |- |-|-|-||- | |swin2sr_l 1x bf16 |- |- |- |- |- |-|-|-||- | |tscunet 1x fp16 |- |- |- |- |- |-|-|-||- | -|superultracompact 1x fp16 | 926.76| 1126.23|1.22x| 0.0011| 0.06 GB|- |- |- |- | 43,203| -|rtmosr_ul 1x fp16 | 885.54| 812.92|0.92x| 0.0011| 0.07 GB|- |- |- |- | 2,313,874| -|rtmosr_l 1x fp16 | 865.82| 879.96|1.02x| 0.0012| 0.06 GB|- |- |- |- | 3,061,848| -|ultracompact 1x fp16 | 283.62| 470.66|1.66x| 0.0035| 0.11 GB|- |- |- |- | 299,523| -|sebica_mini 1x fp16 | 210.70| 292.92|1.39x| 0.0047| 0.07 GB|- |- |- |- | 11,163| -|rtmosr 1x fp16 | 286.00| 263.24|0.92x| 0.0035| 0.30 GB|- |- |- |- | 2,820,738| -|compact 1x fp16 | 149.99| 251.39|1.68x| 0.0067| 0.11 GB|- |- |- |- | 595,459| -|sebica 1x fp16 | 184.76| 229.39|1.24x| 0.0054| 0.10 GB|- |- |- |- | 40,131| -|artcnn_r8f48 1x fp16 | 135.06| 205.09|1.52x| 0.0074| 0.15 GB|- |- |- |- | 522,243| -|spanplus_sts 1x fp16 | 166.70| 169.38|1.02x| 0.0060| 0.22 GB|- |- |- |- | 680,155| -|artcnn_r8f64 1x fp16 | 97.41| 162.28|1.67x| 0.0103| 0.20 GB|- |- |- |- | 926,723| -|spanplus_s 1x fp16 | 142.03| 138.53|0.98x| 0.0070| 0.22 GB|- |- |- |- | 679,907| -|spanplus_st 1x fp16 | 103.52| 113.58|1.10x| 0.0097| 0.32 GB|- |- |- |- | 2,217,243| -|esrgan_lite 1x fp16 | 87.51| 110.00|1.26x| 0.0114| 0.12 GB|- |- |- |- | 5,034,115| -|spanplus 1x fp16 | 94.18| 99.94|1.06x| 0.0106| 0.32 GB|- |- |- |- | 2,216,867| -|span 1x fp16 | 95.15| 97.08|1.02x| 0.0105| 0.57 GB|- |- |- |- | 2,217,243| -|mosr_t 1x fp16 | 57.90| 71.36|1.23x| 0.0173| 0.33 GB|- |- |- |- | 590,403| -|esrgan use_pixel_unshuffle=True 1x fp16| 46.97| 56.60|1.20x| 0.0213| 0.26 GB|- |- |- |- |16,723,907| -|plksr_tiny 1x fp16 | 40.22| 54.48|1.35x| 0.0249| 0.21 GB|- |- |- |- | 2,344,579| -|safmn 1x fp16 | 45.37| 43.77|0.96x| 0.0220| 0.25 GB|- |- |- |- | 224,895| -|man_tiny 1x fp16 | 35.91| 32.74|0.91x| 0.0278| 0.40 GB|- |- |- |- | 130,515| -|seemore_t 1x bf16 | 33.39| 24.12|0.72x| 0.0300| 0.24 GB|- |- |- |- | 217,179| -|ditn_real 1x fp16 | 33.12| 23.92|0.72x| 0.0302| 0.70 GB|- |- |- |- | 419,767| -|realplksr_tiny 1x fp16 | 25.39| 29.74|1.17x| 0.0394| 0.29 GB|- |- |- |- | 2,346,115| -|lmlt_tiny 1x fp16 | 29.42| 29.31|1.00x| 0.0340| 0.35 GB|- |- |- |- | 236,415| -|scunet_aaf6aa 1x fp16 | 26.43| 27.65|1.05x| 0.0378| 0.82 GB|- |- |- |- | 9,699,756| -|artcnn_r16f96 1x fp16 | 20.38| 27.64|1.36x| 0.0491| 0.31 GB|- |- |- |- | 4,074,243| -|plksr 1x fp16 | 13.19| 18.15|1.38x| 0.0758| 0.24 GB|- |- |- |- | 7,360,131| -|lmlt_base 1x fp16 | 16.04| 15.88|0.99x| 0.0623| 0.53 GB|- |- |- |- | 647,463| -|mosr 1x fp16 | 9.57| 11.89|1.24x| 0.1045| 0.46 GB|- |- |- |- | 4,261,635| -|realplksr pixelshuffle layer_norm=True 1x fp16| 9.04| 11.01|1.22x| 0.1106| 0.32 GB|- |- |- |- | 7,363,715| -|realplksr dysample layer_norm=True 1x fp16| 8.98| 10.93|1.22x| 0.1113| 0.32 GB|- |- |- |- | 7,363,757| -|lmlt_large 1x fp16 | 10.90| 10.81|0.99x| 0.0917| 0.74 GB|- |- |- |- | 1,261,263| -|elan_light 1x bf16 | 9.58| 9.54|1.00x| 0.1044| 1.08 GB|- |- |- |- | 577,143| -|rcan 1x bf16 | 5.82| 8.50|1.46x| 0.1718| 0.28 GB|- |- |- |- |15,296,931| -|eimn_a 1x fp16 | 8.39| 7.09|0.84x| 0.1192| 0.86 GB|- |- |- |- | 854,905| -|omnisr 1x fp16 | 7.64| 7.57|0.99x| 0.1310| 1.15 GB|- |- |- |- | 779,411| -|eimn_l 1x fp16 | 7.35| 6.19|0.84x| 0.1361| 0.86 GB|- |- |- |- | 976,531| -|dctlsa 1x bf16 | 7.05| 6.94|0.99x| 0.1419| 2.63 GB|- |- |- |- | 863,008| -|metaflexnet 1x fp16 | 6.52| 6.67|1.02x| 0.1534| 1.77 GB|- |- |- |- |67,153,539| -|realplksr pixelshuffle layer_norm=False 1x fp16| 6.09| 6.43|1.06x| 0.1642| 0.39 GB|- |- |- |- | 7,363,715| -|realplksr dysample layer_norm=False 1x fp16| 6.05| 6.39|1.05x| 0.1652| 0.39 GB|- |- |- |- | 7,363,757| -|man_light 1x fp16 | 6.10| 5.77|0.95x| 0.1639| 0.50 GB|- |- |- |- | 818,523| -|hit_sir 1x bf16 | 5.30| 5.32|1.00x| 0.1888| 1.29 GB|- |- |- |- | 767,195| -|esrgan use_pixel_unshuffle=False 1x fp16| 3.90| 5.30|1.36x| 0.2565| 0.44 GB|- |- |- |- |16,624,131| -|safmn_l 1x fp16 | 4.98| 4.93|0.99x| 0.2010| 0.86 GB|- |- |- |- | 5,548,931| -|hit_sng 1x bf16 | 4.76| 4.74|1.00x| 0.2099| 1.29 GB|- |- |- |- | 1,007,715| -|hit_srf 1x bf16 | 4.24| 4.32|1.02x| 0.2357| 1.29 GB|- |- |- |- | 842,075| -|moesr2 1x bf16 | 3.98| 3.82|0.96x| 0.2510| 0.89 GB|- |- |- |- |16,521,043| -|emt 1x bf16 | 3.81| 3.80|1.00x| 0.2625| 2.48 GB|- |- |- |- | 665,703| -|flexnet 1x fp16 | 3.46| 3.64|1.05x| 0.2889| 1.28 GB|- |- |- |- | 2,993,251| -|elan 1x bf16 | 2.15| 1.92|0.90x| 0.4656| 1.61 GB|- |- |- |- | 8,239,503| -|man 1x fp16 | 1.27| 0.93|0.73x| 0.7896| 1.51 GB|- |- |- |- | 8,639,643| -|swinir_s 1x bf16 | 1.08| 1.07|0.99x| 0.9220| 1.50 GB|- |- |- |- | 905,283| -|srformer_light 1x bf16 | 1.04| 1.03|0.99x| 0.9620| 2.31 GB|- |- |- |- | 6,822,003| -|swin2sr_s 1x bf16 | 1.03| 1.00|0.98x| 0.9726| 1.40 GB|- |- |- |- | 1,000,479| -|atd_light 1x bf16 | 1.00| 1.02|1.01x| 0.9953| 4.43 GB|- |- |- |- | 795,435| -|dwt_s 1x bf16 | 0.71| 0.72|1.01x| 1.3991| 2.60 GB|- |- |- |- |11,604,775| -|swinir_m 1x bf16 | 0.69| 0.71|1.04x| 1.4553| 2.59 GB|- |- |- |- |11,604,775| -|hat_s 1x bf16 | 0.64| 0.68|1.06x| 1.5541| 9.80 GB|- |- |- |- | 9,325,759| -|dat_light 1x bf16 | 0.64| 0.65|1.01x| 1.5541| 2.66 GB|- |- |- |- | 583,153| -|swin2sr_m 1x bf16 | 0.62| 0.64|1.03x| 1.6088| 2.46 GB|- |- |- |- |11,943,859| -|hat_m 1x bf16 | 0.56| 0.59|1.07x| 1.7933| 10.24 GB|- |- |- |- |20,477,083| -|dat_s 1x bf16 | 0.57| 0.58|1.01x| 1.7461| 2.79 GB|- |- |- |- |10,916,707| -|swinir_l 1x bf16 | 0.47| 0.47|1.00x| 2.1110| 3.52 GB|- |- |- |- |27,976,131| -|atd 1x bf16 | 0.35| 0.37|1.06x| 2.8488| 6.38 GB|- |- |- |- |19,965,505| -|grl_t 1x bf16 | 0.33| 0.33|0.99x| 3.0230| 9.26 GB|- |- |- |- | 880,227| -|grl_s 1x bf16 | 0.32| 0.32|1.01x| 3.1598| 9.64 GB|- |- |- |- | 3,192,291| -|hat_l 1x bf16 | 0.29| 0.31|1.07x| 3.4384| 10.36 GB|- |- |- |- |40,551,151| -|dat_2 1x bf16 | 0.29| 0.29|1.00x| 3.4561| 3.87 GB|- |- |- |- |10,916,707| -|srformer 1x bf16 | 0.29| 0.29|1.00x| 3.4767| 3.60 GB|- |- |- |- |10,248,079| -|dat 1x bf16 | 0.29| 0.29|1.00x| 3.4827| 3.89 GB|- |- |- |- |14,506,627| -|drct 1x bf16 | 0.19| 0.18|0.98x| 5.3442| 6.23 GB|- |- |- |- |13,844,155| -|grl_b 1x bf16 | 0.16| 0.17|1.03x| 6.0746| 13.17 GB|- |- |- |- |19,905,875| -|dwt 1x bf16 | 0.16| 0.16|1.03x| 6.3586| 5.53 GB|- |- |- |- |11,763,751| -|drct_l 1x bf16 | 0.09| 0.09|1.01x| 10.5923| 6.36 GB|- |- |- |- |27,285,295| -|drct_xl 1x bf16 | 0.08| 0.08|1.01x| 12.4646| 6.41 GB|- |- |- |- |31,765,675| ## By Architecture ### artcnn_r16f96 -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|artcnn_r16f96 4x fp16 | 20.32| 30.19|1.49x| 0.0492| 0.34 GB|- |- |- |- | 4,113,168| -|artcnn_r16f96 3x fp16 | 20.26| 27.85|1.37x| 0.0494| 0.33 GB|- |- |- |- | 4,095,003| -|artcnn_r16f96 2x fp16 | 20.34| 29.75|1.46x| 0.0492| 0.32 GB|- |- |- |- | 4,082,028| -|artcnn_r16f96 1x fp16 | 20.38| 27.64|1.36x| 0.0491| 0.31 GB|- |- |- |- | 4,074,243| +|artcnn_r16f96 4x fp16 | 20.68| 31.39|1.52x| 0.0484| 0.34 GB|- |- |- |- | 4,113,168| +|artcnn_r16f96 3x fp16 | 20.69| 31.52|1.52x| 0.0483| 0.33 GB|- |- |- |- | 4,095,003| +|artcnn_r16f96 2x fp16 | 20.73| 31.56|1.52x| 0.0482| 0.32 GB|- |- |- |- | 4,082,028| +|artcnn_r16f96 1x fp16 | 20.72| 31.50|1.52x| 0.0483| 0.31 GB|- |- |- |- | 4,074,243| ### artcnn_r8f48 (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|artcnn_r8f48 4x fp16 | 131.98| 199.27|1.51x| 0.0076| 0.18 GB|- |- |- |- | 541,728| -|artcnn_r8f48 3x fp16 | 134.07| 200.35|1.49x| 0.0075| 0.17 GB|- |- |- |- | 532,635| -|artcnn_r8f48 2x fp16 | 135.98| 204.20|1.50x| 0.0074| 0.16 GB|- |- |- |- | 526,140| -|artcnn_r8f48 1x fp16 | 135.06| 205.09|1.52x| 0.0074| 0.15 GB|- |- |- |- | 522,243| +|artcnn_r8f48 4x fp16 | 132.36| 199.23|1.51x| 0.0076| 0.18 GB|- |- |- |- | 541,728| +|artcnn_r8f48 3x fp16 | 134.66| 200.66|1.49x| 0.0074| 0.17 GB|- |- |- |- | 532,635| +|artcnn_r8f48 2x fp16 | 136.18| 203.66|1.50x| 0.0073| 0.16 GB|- |- |- |- | 526,140| +|artcnn_r8f48 1x fp16 | 135.23| 204.79|1.51x| 0.0074| 0.15 GB|- |- |- |- | 522,243| ### artcnn_r8f64 (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|artcnn_r8f64 4x fp16 | 95.86| 158.32|1.65x| 0.0104| 0.23 GB|- |- |- |- | 952,688| -|artcnn_r8f64 3x fp16 | 96.72| 158.96|1.64x| 0.0103| 0.22 GB|- |- |- |- | 940,571| -|artcnn_r8f64 2x fp16 | 96.67| 160.46|1.66x| 0.0103| 0.21 GB|- |- |- |- | 931,916| -|artcnn_r8f64 1x fp16 | 97.41| 162.28|1.67x| 0.0103| 0.20 GB|- |- |- |- | 926,723| +|artcnn_r8f64 4x fp16 | 97.19| 157.53|1.62x| 0.0103| 0.23 GB|- |- |- |- | 952,688| +|artcnn_r8f64 3x fp16 | 97.81| 159.25|1.63x| 0.0102| 0.22 GB|- |- |- |- | 940,571| +|artcnn_r8f64 2x fp16 | 97.71| 160.51|1.64x| 0.0102| 0.21 GB|32.10|0.9293|- |- | 931,916| +|artcnn_r8f64 1x fp16 | 98.22| 161.02|1.64x| 0.0102| 0.20 GB|- |- |- |- | 926,723| ### atd (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|atd 4x bf16 | 0.35| 0.37|1.05x| 2.8766| 6.42 GB|28.22|0.8414|- |- |20,260,929| -|atd 3x bf16 | 0.34| 0.36|1.05x| 2.9264| 6.40 GB|30.52|0.8924|- |- |20,297,857| -|atd 2x bf16 | 0.35| 0.37|1.06x| 2.8359| 6.38 GB|34.73|0.9476|- |- |20,113,217| -|atd 1x bf16 | 0.35| 0.37|1.06x| 2.8488| 6.38 GB|- |- |- |- |19,965,505| +|atd 4x bf16 | 0.35| 0.37|1.06x| 2.8735| 6.42 GB|28.22|0.8414|- |- |20,260,929| +|atd 3x bf16 | 0.35| 0.37|1.06x| 2.8350| 6.40 GB|30.52|0.8924|- |- |20,297,857| +|atd 2x bf16 | 0.36| 0.38|1.06x| 2.7791| 6.38 GB|34.73|0.9476|- |- |20,113,217| +|atd 1x bf16 | 0.36| 0.38|1.06x| 2.7773| 6.38 GB|- |- |- |- |19,965,505| ### atd_light (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|atd_light 4x bf16 | 1.02| 1.03|1.01x| 0.9838| 4.48 GB|26.97|0.8107|- |- | 814,920| -|atd_light 3x bf16 | 0.95| 0.95|1.01x| 1.0575| 4.45 GB|29.17|0.8709|- |- | 805,827| -|atd_light 2x bf16 | 0.99| 0.99|1.00x| 1.0136| 4.44 GB|33.27|0.9375|- |- | 799,332| -|atd_light 1x bf16 | 1.00| 1.02|1.01x| 0.9953| 4.43 GB|- |- |- |- | 795,435| +|atd_light 4x bf16 | 1.00| 1.02|1.02x| 0.9983| 4.48 GB|26.97|0.8107|- |- | 814,920| +|atd_light 3x bf16 | 1.00| 1.01|1.00x| 0.9976| 4.45 GB|29.17|0.8709|- |- | 805,827| +|atd_light 2x bf16 | 1.04| 1.06|1.02x| 0.9634| 4.44 GB|33.27|0.9375|- |- | 799,332| +|atd_light 1x bf16 | 1.02| 1.03|1.01x| 0.9842| 4.43 GB|- |- |- |- | 795,435| ### compact (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|compact 4x fp16 | 145.46| 225.95|1.55x| 0.0069| 0.19 GB|- |- |- |- | 621,424| -|compact 3x fp16 | 148.77| 239.89|1.61x| 0.0067| 0.11 GB|- |- |- |- | 609,307| -|compact 2x fp16 | 150.56| 248.22|1.65x| 0.0066| 0.10 GB|- |- |- |- | 600,652| -|compact 1x fp16 | 149.99| 251.39|1.68x| 0.0067| 0.11 GB|- |- |- |- | 595,459| +|compact 4x fp16 | 146.88| 228.58|1.56x| 0.0068| 0.20 GB|- |- |- |- | 621,424| +|compact 3x fp16 | 151.68| 238.98|1.58x| 0.0066| 0.11 GB|- |- |- |- | 609,307| +|compact 2x fp16 | 151.85| 248.92|1.64x| 0.0066| 0.11 GB|- |- |- |- | 600,652| +|compact 1x fp16 | 154.92| 252.11|1.63x| 0.0065| 0.09 GB|- |- |- |- | 595,459| ### dat (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dat 4x bf16 | 0.28| 0.29|1.01x| 3.5379| 3.94 GB|27.87|0.8343|- |- |14,802,051| -|dat 3x bf16 | 0.27| 0.27|1.00x| 3.6875| 3.92 GB|30.18|0.8886|- |- |14,838,979| -|dat 2x bf16 | 0.27| 0.28|1.01x| 3.6637| 3.90 GB|34.37|0.9458|- |- |14,654,339| -|dat 1x bf16 | 0.29| 0.29|1.00x| 3.4827| 3.89 GB|- |- |- |- |14,506,627| +|dat 4x bf16 | 0.28| 0.28|0.99x| 3.5485| 3.94 GB|27.87|0.8343|- |- |14,802,051| +|dat 3x bf16 | 0.27| 0.28|1.02x| 3.6565| 3.92 GB|30.18|0.8886|- |- |14,838,979| +|dat 2x bf16 | 0.28| 0.29|1.01x| 3.5312| 3.90 GB|34.37|0.9458|- |- |14,654,339| +|dat 1x bf16 | 0.29| 0.29|1.00x| 3.4974| 3.89 GB|- |- |- |- |14,506,627| ### dat_2 (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dat_2 4x bf16 | 0.29| 0.29|1.01x| 3.4932| 3.92 GB|27.86|0.8341|- |- |11,212,131| -|dat_2 3x bf16 | 0.27| 0.27|1.00x| 3.6612| 3.90 GB|30.13|0.8878|- |- |11,249,059| -|dat_2 2x bf16 | 0.27| 0.27|1.00x| 3.6435| 3.88 GB|34.31|0.9457|- |- |11,064,419| -|dat_2 1x bf16 | 0.29| 0.29|1.00x| 3.4561| 3.87 GB|- |- |- |- |10,916,707| +|dat_2 4x bf16 | 0.28| 0.28|0.98x| 3.5406| 3.92 GB|27.86|0.8341|- |- |11,212,131| +|dat_2 3x bf16 | 0.27| 0.27|1.00x| 3.6410| 3.90 GB|30.13|0.8878|- |- |11,249,059| +|dat_2 2x bf16 | 0.29| 0.29|1.00x| 3.4929| 3.88 GB|34.31|0.9457|- |- |11,064,419| +|dat_2 1x bf16 | 0.29| 0.29|1.00x| 3.4846| 3.87 GB|- |- |- |- |10,916,707| ### dat_light (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dat_light 4x bf16 | 0.63| 0.63|1.01x| 1.5922| 2.71 GB|26.64|0.8033|- |- | 878,577| -|dat_light 3x bf16 | 0.61| 0.61|1.00x| 1.6479| 2.69 GB|28.89|0.8666|- |- | 915,505| -|dat_light 2x bf16 | 0.61| 0.62|1.01x| 1.6329| 2.67 GB|32.89|0.9346|- |- | 730,865| -|dat_light 1x bf16 | 0.64| 0.65|1.01x| 1.5541| 2.66 GB|- |- |- |- | 583,153| +|dat_light 4x bf16 | 0.62| 0.62|1.00x| 1.6236| 2.71 GB|26.64|0.8033|- |- | 878,577| +|dat_light 3x bf16 | 0.64| 0.63|0.99x| 1.5701| 2.69 GB|28.89|0.8666|- |- | 915,505| +|dat_light 2x bf16 | 0.64| 0.64|0.99x| 1.5580| 2.67 GB|32.89|0.9346|- |- | 730,865| +|dat_light 1x bf16 | 0.64| 0.64|1.00x| 1.5564| 2.66 GB|- |- |- |- | 583,153| ### dat_s (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dat_s 4x bf16 | 0.57| 0.58|1.01x| 1.7414| 2.85 GB|27.68|0.8300|- |- |11,212,131| -|dat_s 3x bf16 | 0.57| 0.58|1.01x| 1.7414| 2.82 GB|29.98|0.8846|- |- |11,249,059| -|dat_s 2x bf16 | 0.57| 0.56|0.99x| 1.7516| 2.80 GB|34.12|0.9444|- |- |11,064,419| -|dat_s 1x bf16 | 0.57| 0.58|1.01x| 1.7461| 2.79 GB|- |- |- |- |10,916,707| +|dat_s 4x bf16 | 0.55| 0.54|0.99x| 1.8275| 2.85 GB|27.68|0.8300|- |- |11,212,131| +|dat_s 3x bf16 | 0.58| 0.57|0.99x| 1.7371| 2.82 GB|29.98|0.8846|- |- |11,249,059| +|dat_s 2x bf16 | 0.58| 0.58|1.01x| 1.7222| 2.80 GB|34.12|0.9444|- |- |11,064,419| +|dat_s 1x bf16 | 0.58| 0.58|1.01x| 1.7352| 2.79 GB|- |- |- |- |10,916,707| ### dctlsa -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dctlsa 4x bf16 | 7.01| 6.88|0.98x| 0.1427| 2.66 GB|- |- |26.70|0.8045| 885,328| -|dctlsa 3x bf16 | 7.03| 6.94|0.99x| 0.1422| 2.65 GB|- |- |28.78|0.8650| 874,912| -|dctlsa 2x bf16 | 7.05| 6.94|0.98x| 0.1419| 2.64 GB|- |- |32.96|0.9362| 867,472| -|dctlsa 1x bf16 | 7.05| 6.94|0.99x| 0.1419| 2.63 GB|- |- |- |- | 863,008| +|dctlsa 4x bf16 | 7.06| 6.92|0.98x| 0.1417| 2.75 GB|- |- |26.70|0.8045| 885,328| +|dctlsa 3x bf16 | 7.19| 7.07|0.98x| 0.1391| 2.74 GB|- |- |28.78|0.8650| 874,912| +|dctlsa 2x bf16 | 7.19| 7.07|0.98x| 0.1392| 2.73 GB|- |- |32.96|0.9362| 867,472| +|dctlsa 1x bf16 | 7.19| 7.08|0.98x| 0.1391| 2.73 GB|- |- |- |- | 863,008| ### ditn_real (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|ditn_real 4x fp16 | 32.77| 23.72|0.72x| 0.0305| 0.73 GB|- |- |25.99|0.7837| 444,112| -|ditn_real 3x fp16 | 33.16| 23.92|0.72x| 0.0302| 0.72 GB|- |- |28.06|0.8512| 432,751| -|ditn_real 2x fp16 | 33.14| 23.92|0.72x| 0.0302| 0.71 GB|- |- |31.96|0.9273| 424,636| -|ditn_real 1x fp16 | 33.12| 23.92|0.72x| 0.0302| 0.70 GB|- |- |- |- | 419,767| +|ditn_real 4x fp16 | 32.90| 23.85|0.72x| 0.0304| 0.73 GB|- |- |25.99|0.7837| 444,112| +|ditn_real 3x fp16 | 33.84| 24.31|0.72x| 0.0296| 0.72 GB|- |- |28.06|0.8512| 432,751| +|ditn_real 2x fp16 | 33.84| 24.34|0.72x| 0.0295| 0.71 GB|- |- |31.96|0.9273| 424,636| +|ditn_real 1x fp16 | 33.84| 24.32|0.72x| 0.0295| 0.70 GB|- |- |- |- | 419,767| ### drct (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|drct 4x bf16 | 0.18| 0.18|0.99x| 5.4067| 6.28 GB|28.06|0.8378|- |- |14,139,579| -|drct 3x bf16 | 0.19| 0.19|0.98x| 5.3025| 6.26 GB|30.34|0.8910|- |- |14,176,507| -|drct 2x bf16 | 0.19| 0.19|1.01x| 5.3399| 6.24 GB|34.54|0.9474|- |- |13,991,867| -|drct 1x bf16 | 0.19| 0.18|0.98x| 5.3442| 6.23 GB|- |- |- |- |13,844,155| +|drct 4x bf16 | 0.18| 0.18|1.00x| 5.5409| 6.28 GB|28.06|0.8378|- |- |14,139,579| +|drct 3x bf16 | 0.19| 0.19|1.00x| 5.3123| 6.26 GB|30.34|0.8910|- |- |14,176,507| +|drct 2x bf16 | 0.19| 0.19|1.00x| 5.3521| 6.24 GB|34.54|0.9474|- |- |13,991,867| +|drct 1x bf16 | 0.19| 0.19|1.00x| 5.3343| 6.23 GB|- |- |- |- |13,844,155| ### drct_l (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|drct_l 4x bf16 | 0.09| 0.09|1.00x| 10.7710| 6.42 GB|28.70|0.8508|- |- |27,580,719| -|drct_l 3x bf16 | 0.09| 0.09|1.00x| 10.6045| 6.39 GB|31.14|0.9004|- |- |27,617,647| -|drct_l 2x bf16 | 0.10| 0.09|0.99x| 10.5193| 6.37 GB|35.17|0.9516|- |- |27,433,007| -|drct_l 1x bf16 | 0.09| 0.09|1.01x| 10.5923| 6.36 GB|- |- |- |- |27,285,295| +|drct_l 4x bf16 | 0.09| 0.09|0.99x| 10.6965| 6.42 GB|28.70|0.8508|- |- |27,580,719| +|drct_l 3x bf16 | 0.09| 0.09|1.01x| 10.6875| 6.39 GB|31.14|0.9004|- |- |27,617,647| +|drct_l 2x bf16 | 0.09| 0.09|1.00x| 10.6388| 6.37 GB|35.17|0.9516|- |- |27,433,007| +|drct_l 1x bf16 | 0.09| 0.09|0.99x| 10.5563| 6.36 GB|- |- |- |- |27,285,295| ### drct_xl (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|drct_xl 4x bf16 | 0.08| 0.08|1.00x| 12.4927| 6.46 GB|- |- |- |- |32,061,099| -|drct_xl 3x bf16 | 0.08| 0.08|0.99x| 12.4379| 6.44 GB|- |- |- |- |32,098,027| -|drct_xl 2x bf16 | 0.08| 0.08|1.00x| 12.3207| 6.42 GB|- |- |- |- |31,913,387| -|drct_xl 1x bf16 | 0.08| 0.08|1.01x| 12.4646| 6.41 GB|- |- |- |- |31,765,675| +|drct_xl 4x bf16 | 0.08| 0.08|0.99x| 12.4729| 6.46 GB|- |- |- |- |32,061,099| +|drct_xl 3x bf16 | 0.08| 0.08|1.00x| 12.3774| 6.44 GB|- |- |- |- |32,098,027| +|drct_xl 2x bf16 | 0.08| 0.08|1.00x| 12.3841| 6.42 GB|- |- |- |- |31,913,387| +|drct_xl 1x bf16 | 0.08| 0.08|1.02x| 12.5558| 6.41 GB|- |- |- |- |31,765,675| ### dwt (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dwt 4x bf16 | 0.16| 0.16|1.00x| 6.3340| 5.58 GB|27.81|0.8324|- |- |12,059,175| -|dwt 3x bf16 | 0.16| 0.16|1.04x| 6.4193| 5.55 GB|30.07|0.8860|- |- |12,096,103| -|dwt 2x bf16 | 0.16| 0.16|1.04x| 6.3532| 5.54 GB|34.14|0.9444|- |- |11,911,463| -|dwt 1x bf16 | 0.16| 0.16|1.03x| 6.3586| 5.53 GB|- |- |- |- |11,763,751| +|dwt 4x bf16 | 0.15| 0.16|1.02x| 6.5755| 5.58 GB|27.81|0.8324|- |- |12,059,175| +|dwt 3x bf16 | 0.15| 0.16|1.04x| 6.6336| 5.55 GB|30.07|0.8860|- |- |12,096,103| +|dwt 2x bf16 | 0.16| 0.16|0.99x| 6.3759| 5.54 GB|34.14|0.9444|- |- |11,911,463| +|dwt 1x bf16 | 0.16| 0.16|1.00x| 6.4001| 5.53 GB|- |- |- |- |11,763,751| ### dwt_s (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|dwt_s 4x bf16 | 0.71| 0.71|1.00x| 1.4183| 2.65 GB|27.50|0.8253|- |- |11,900,199| -|dwt_s 3x bf16 | 0.69| 0.72|1.03x| 1.4413| 2.63 GB|29.73|0.8806|- |- |11,937,127| -|dwt_s 2x bf16 | 0.72| 0.72|0.99x| 1.3847| 2.61 GB|33.77|0.9419|- |- |11,752,487| -|dwt_s 1x bf16 | 0.71| 0.72|1.01x| 1.3991| 2.60 GB|- |- |- |- |11,604,775| +|dwt_s 4x bf16 | 0.70| 0.67|0.97x| 1.4355| 2.65 GB|27.50|0.8253|- |- |11,900,199| +|dwt_s 3x bf16 | 0.63| 0.62|0.99x| 1.5932| 2.63 GB|29.73|0.8806|- |- |11,937,127| +|dwt_s 2x bf16 | 0.72| 0.72|1.01x| 1.3981| 2.61 GB|33.77|0.9419|- |- |11,752,487| +|dwt_s 1x bf16 | 0.72| 0.72|1.00x| 1.3942| 2.60 GB|- |- |- |- |11,604,775| ### eimn_a -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|eimn_a 4x fp16 | 8.37| 7.06|0.84x| 0.1195| 0.89 GB|26.68|0.8027|- |- | 880,870| -|eimn_a 3x fp16 | 8.36| 7.08|0.85x| 0.1197| 0.87 GB|28.87|0.8660|- |- | 868,753| -|eimn_a 2x fp16 | 8.38| 7.08|0.85x| 0.1194| 0.86 GB|33.15|0.9373|- |- | 860,098| -|eimn_a 1x fp16 | 8.39| 7.09|0.84x| 0.1192| 0.86 GB|- |- |- |- | 854,905| +|eimn_a 4x fp16 | 8.55| 7.20|0.84x| 0.1170| 0.89 GB|26.68|0.8027|- |- | 880,870| +|eimn_a 3x fp16 | 8.52| 7.18|0.84x| 0.1174| 0.87 GB|28.87|0.8660|- |- | 868,753| +|eimn_a 2x fp16 | 8.55| 7.21|0.84x| 0.1170| 0.86 GB|33.15|0.9373|- |- | 860,098| +|eimn_a 1x fp16 | 8.54| 7.22|0.84x| 0.1170| 0.86 GB|- |- |- |- | 854,905| ### eimn_l -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|eimn_l 4x fp16 | 7.33| 6.19|0.84x| 0.1365| 0.89 GB|26.88|0.8084|- |- | 1,002,496| -|eimn_l 3x fp16 | 7.32| 6.19|0.85x| 0.1367| 0.87 GB|29.05|0.8698|- |- | 990,379| -|eimn_l 2x fp16 | 7.33| 6.19|0.84x| 0.1364| 0.86 GB|33.23|0.9381|- |- | 981,724| -|eimn_l 1x fp16 | 7.35| 6.19|0.84x| 0.1361| 0.86 GB|- |- |- |- | 976,531| +|eimn_l 4x fp16 | 7.48| 6.31|0.84x| 0.1337| 0.89 GB|26.88|0.8084|- |- | 1,002,496| +|eimn_l 3x fp16 | 7.46| 6.28|0.84x| 0.1341| 0.87 GB|29.05|0.8698|- |- | 990,379| +|eimn_l 2x fp16 | 7.48| 6.31|0.84x| 0.1336| 0.86 GB|33.23|0.9381|- |- | 981,724| +|eimn_l 1x fp16 | 7.48| 6.31|0.84x| 0.1337| 0.86 GB|- |- |- |- | 976,531| ### elan -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|elan 4x bf16 | 2.15| 1.92|0.90x| 0.4662| 1.63 GB|- |- |27.13|0.8167| 8,312,448| -|elan 3x bf16 | 2.15| 1.93|0.89x| 0.4646| 1.62 GB|- |- |29.32|0.8745| 8,278,407| -|elan 2x bf16 | 2.15| 1.93|0.90x| 0.4650| 1.61 GB|- |- |33.34|0.9391| 8,254,092| -|elan 1x bf16 | 2.15| 1.92|0.90x| 0.4656| 1.61 GB|- |- |- |- | 8,239,503| +|elan 4x bf16 | 2.19| 1.96|0.90x| 0.4567| 1.63 GB|- |- |27.13|0.8167| 8,312,448| +|elan 3x bf16 | 2.19| 1.96|0.90x| 0.4569| 1.62 GB|- |- |29.32|0.8745| 8,278,407| +|elan 2x bf16 | 2.19| 1.96|0.89x| 0.4561| 1.61 GB|- |- |33.34|0.9391| 8,254,092| +|elan 1x bf16 | 2.19| 1.96|0.90x| 0.4564| 1.61 GB|- |- |- |- | 8,239,503| ### elan_light -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|elan_light 4x bf16 | 9.56| 9.53|1.00x| 0.1046| 1.11 GB|- |- |26.54|0.7982| 601,488| -|elan_light 3x bf16 | 9.60| 9.56|1.00x| 0.1042| 1.10 GB|- |- |28.69|0.8624| 590,127| -|elan_light 2x bf16 | 9.63| 9.56|0.99x| 0.1038| 1.09 GB|- |- |32.76|0.9340| 582,012| -|elan_light 1x bf16 | 9.58| 9.54|1.00x| 0.1044| 1.08 GB|- |- |- |- | 577,143| +|elan_light 4x bf16 | 9.78| 9.74|1.00x| 0.1023| 1.11 GB|- |- |26.54|0.7982| 601,488| +|elan_light 3x bf16 | 9.77| 9.73|1.00x| 0.1024| 1.10 GB|- |- |28.69|0.8624| 590,127| +|elan_light 2x bf16 | 9.80| 9.75|0.99x| 0.1020| 1.09 GB|- |- |32.76|0.9340| 582,012| +|elan_light 1x bf16 | 9.81| 9.73|0.99x| 0.1019| 1.08 GB|- |- |- |- | 577,143| ### emt -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|emt 4x bf16 | 3.52| 3.41|0.97x| 0.2840| 2.50 GB|26.98|0.8118|- |- | 925,383| -|emt 3x bf16 | 3.59| 3.56|0.99x| 0.2789| 2.49 GB|29.16|0.8716|- |- | 957,843| -|emt 2x bf16 | 3.64| 3.63|1.00x| 0.2747| 2.48 GB|- |- |- |- | 795,543| -|emt 1x bf16 | 3.81| 3.80|1.00x| 0.2625| 2.48 GB|- |- |- |- | 665,703| +|emt 4x bf16 | 3.69| 3.60|0.98x| 0.2712| 2.50 GB|26.98|0.8118|- |- | 925,383| +|emt 3x bf16 | 3.79| 3.75|0.99x| 0.2639| 2.49 GB|29.16|0.8716|- |- | 957,843| +|emt 2x bf16 | 3.85| 3.83|1.00x| 0.2598| 2.48 GB|- |- |- |- | 795,543| +|emt 1x bf16 | 3.89| 3.88|1.00x| 0.2572| 2.48 GB|- |- |- |- | 665,703| ### esrgan use_pixel_unshuffle=False -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|esrgan use_pixel_unshuffle=False 4x fp16| 3.51| 4.81|1.37x| 0.2846| 2.48 GB|- |- |- |- |16,697,987| -|esrgan use_pixel_unshuffle=False 3x fp16| 3.53| 4.84|1.37x| 0.2834| 1.44 GB|- |- |- |- |16,661,059| -|esrgan use_pixel_unshuffle=False 2x fp16| 3.64| 4.97|1.37x| 0.2746| 0.70 GB|33.41|0.9407|- |- |16,661,059| -|esrgan use_pixel_unshuffle=False 1x fp16| 3.90| 5.30|1.36x| 0.2565| 0.44 GB|- |- |- |- |16,624,131| +|esrgan use_pixel_unshuffle=False 4x fp16| 3.57| 4.86|1.36x| 0.2799| 2.48 GB|- |- |- |- |16,697,987| +|esrgan use_pixel_unshuffle=False 3x fp16| 3.77| 4.93|1.31x| 0.2655| 1.44 GB|- |- |- |- |16,661,059| +|esrgan use_pixel_unshuffle=False 2x fp16| 3.87| 5.25|1.35x| 0.2581| 0.70 GB|33.41|0.9407|- |- |16,661,059| +|esrgan use_pixel_unshuffle=False 1x fp16| 3.98| 5.38|1.35x| 0.2513| 0.44 GB|- |- |- |- |16,624,131| ### esrgan use_pixel_unshuffle=True -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|esrgan use_pixel_unshuffle=True 4x fp16| 3.42| 4.69|1.37x| 0.2922| 2.48 GB|27.03|0.8153|26.73|0.8072|16,697,987| -|esrgan use_pixel_unshuffle=True 3x fp16| 3.50| 4.85|1.39x| 0.2856| 1.44 GB|- |- |- |- |16,661,059| -|esrgan use_pixel_unshuffle=True 2x fp16| 18.48| 19.10|1.03x| 0.0541| 0.70 GB|33.08|0.9387|- |- |16,703,171| -|esrgan use_pixel_unshuffle=True 1x fp16| 46.97| 56.60|1.20x| 0.0213| 0.26 GB|- |- |- |- |16,723,907| +|esrgan use_pixel_unshuffle=True 4x fp16| 3.57| 4.81|1.35x| 0.2799| 2.48 GB|27.03|0.8153|26.73|0.8072|16,697,987| +|esrgan use_pixel_unshuffle=True 3x fp16| 3.58| 5.00|1.39x| 0.2790| 1.44 GB|- |- |- |- |16,661,059| +|esrgan use_pixel_unshuffle=True 2x fp16| 18.80| 24.49|1.30x| 0.0532| 0.70 GB|33.08|0.9387|- |- |16,703,171| +|esrgan use_pixel_unshuffle=True 1x fp16| 45.20| 57.43|1.27x| 0.0221| 0.26 GB|- |- |- |- |16,723,907| ### esrgan_lite -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|esrgan_lite 4x fp16 | 9.59| 12.92|1.35x| 0.1043| 1.24 GB|- |- |- |- | 5,021,155| -|esrgan_lite 3x fp16 | 10.22| 13.06|1.28x| 0.0978| 0.71 GB|- |- |- |- | 5,011,907| -|esrgan_lite 2x fp16 | 49.06| 51.78|1.06x| 0.0204| 0.34 GB|- |- |- |- | 5,023,747| -|esrgan_lite 1x fp16 | 87.51| 110.00|1.26x| 0.0114| 0.12 GB|- |- |- |- | 5,034,115| +|esrgan_lite 4x fp16 | 9.73| 13.03|1.34x| 0.1028| 1.24 GB|- |- |- |- | 5,021,155| +|esrgan_lite 3x fp16 | 10.40| 13.90|1.34x| 0.0961| 0.71 GB|- |- |- |- | 5,011,907| +|esrgan_lite 2x fp16 | 48.93| 63.25|1.29x| 0.0204| 0.34 GB|- |- |- |- | 5,023,747| +|esrgan_lite 1x fp16 | 84.32| 108.21|1.28x| 0.0119| 0.12 GB|- |- |- |- | 5,034,115| ### flexnet -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|flexnet 4x fp16 | 3.46| 3.65|1.05x| 0.2893| 1.30 GB|- |- |- |- | 3,045,136| -|flexnet 3x fp16 | 3.46| 3.64|1.05x| 0.2889| 1.29 GB|- |- |- |- | 3,020,923| -|flexnet 2x fp16 | 3.46| 3.64|1.05x| 0.2889| 1.28 GB|- |- |- |- | 3,003,628| -|flexnet 1x fp16 | 3.46| 3.64|1.05x| 0.2889| 1.28 GB|- |- |- |- | 2,993,251| +|flexnet 4x fp16 | 3.53| 3.73|1.05x| 0.2831| 1.30 GB|- |- |- |- | 3,045,136| +|flexnet 3x fp16 | 3.53| 3.72|1.05x| 0.2830| 1.29 GB|- |- |- |- | 3,020,923| +|flexnet 2x fp16 | 3.54| 3.73|1.05x| 0.2828| 1.28 GB|- |- |- |- | 3,003,628| +|flexnet 1x fp16 | 3.54| 3.73|1.05x| 0.2825| 1.28 GB|- |- |- |- | 2,993,251| ### grl_b (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|grl_b 4x bf16 | 0.17| 0.17|0.99x| 5.9274| 13.22 GB|28.53|0.8504|- |- |20,201,299| -|grl_b 3x bf16 | 0.17| 0.17|0.99x| 5.8781| 13.20 GB|- |- |- |- |20,238,227| -|grl_b 2x bf16 | 0.17| 0.17|0.99x| 5.8502| 13.18 GB|35.06|0.9505|- |- |20,053,587| -|grl_b 1x bf16 | 0.16| 0.17|1.03x| 6.0746| 13.17 GB|- |- |- |- |19,905,875| +|grl_b 4x bf16 | 0.17| 0.17|0.99x| 5.7637| 13.22 GB|28.53|0.8504|- |- |20,201,299| +|grl_b 3x bf16 | 0.18| 0.17|0.98x| 5.6320| 13.20 GB|- |- |- |- |20,238,227| +|grl_b 2x bf16 | 0.18| 0.18|0.99x| 5.6333| 13.18 GB|35.06|0.9505|- |- |20,053,587| +|grl_b 1x bf16 | 0.18| 0.18|0.99x| 5.5368| 13.17 GB|- |- |- |- |19,905,875| ### grl_s (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|grl_s 4x bf16 | 0.33| 0.33|0.99x| 3.0045| 9.70 GB|27.90|0.8357|- |- | 3,487,715| -|grl_s 3x bf16 | 0.34| 0.35|1.01x| 2.9151| 9.67 GB|- |- |- |- | 3,524,643| -|grl_s 2x bf16 | 0.34| 0.34|1.00x| 2.9100| 9.66 GB|34.36|0.9463|- |- | 3,340,003| -|grl_s 1x bf16 | 0.32| 0.32|1.01x| 3.1598| 9.64 GB|- |- |- |- | 3,192,291| +|grl_s 4x bf16 | 0.34| 0.34|1.00x| 2.9299| 9.70 GB|27.90|0.8357|- |- | 3,487,715| +|grl_s 3x bf16 | 0.35| 0.36|1.02x| 2.8190| 9.67 GB|- |- |- |- | 3,524,643| +|grl_s 2x bf16 | 0.36| 0.36|1.00x| 2.8007| 9.66 GB|34.36|0.9463|- |- | 3,340,003| +|grl_s 1x bf16 | 0.36| 0.37|1.01x| 2.7413| 9.64 GB|- |- |- |- | 3,192,291| ### grl_t (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|grl_t 4x bf16 | 0.35| 0.35|1.00x| 2.8890| 9.31 GB|27.15|0.8185|- |- | 906,192| -|grl_t 3x bf16 | 0.35| 0.36|1.02x| 2.8495| 9.29 GB|- |- |- |- | 894,075| -|grl_t 2x bf16 | 0.33| 0.35|1.06x| 2.9953| 9.27 GB|33.60|0.9411|- |- | 885,420| -|grl_t 1x bf16 | 0.33| 0.33|0.99x| 3.0230| 9.26 GB|- |- |- |- | 880,227| +|grl_t 4x bf16 | 0.37| 0.36|0.98x| 2.7256| 9.31 GB|27.15|0.8185|- |- | 906,192| +|grl_t 3x bf16 | 0.38| 0.38|1.00x| 2.6418| 9.29 GB|- |- |- |- | 894,075| +|grl_t 2x bf16 | 0.37| 0.38|1.01x| 2.6750| 9.27 GB|33.60|0.9411|- |- | 885,420| +|grl_t 1x bf16 | 0.38| 0.38|1.00x| 2.6055| 9.26 GB|- |- |- |- | 880,227| ### hat_l (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|hat_l 4x bf16 | 0.29| 0.31|1.07x| 3.4487| 10.41 GB|28.60|0.8498|- |- |40,846,575| -|hat_l 3x bf16 | 0.29| 0.31|1.07x| 3.4437| 10.39 GB|30.92|0.8981|- |- |40,883,503| -|hat_l 2x bf16 | 0.29| 0.31|1.07x| 3.4517| 10.37 GB|35.09|0.9513|- |- |40,698,863| -|hat_l 1x bf16 | 0.29| 0.31|1.07x| 3.4384| 10.36 GB|- |- |- |- |40,551,151| +|hat_l 4x bf16 | 0.30| 0.32|1.08x| 3.3872| 10.41 GB|28.60|0.8498|- |- |40,846,575| +|hat_l 3x bf16 | 0.30| 0.32|1.08x| 3.3741| 10.39 GB|30.92|0.8981|- |- |40,883,503| +|hat_l 2x bf16 | 0.30| 0.32|1.08x| 3.3808| 10.37 GB|35.09|0.9513|- |- |40,698,863| +|hat_l 1x bf16 | 0.30| 0.32|1.08x| 3.3685| 10.36 GB|- |- |- |- |40,551,151| ### hat_m (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|hat_m 4x bf16 | 0.55| 0.59|1.07x| 1.8089| 10.30 GB|27.97|0.8368|- |- |20,772,507| -|hat_m 3x bf16 | 0.55| 0.59|1.07x| 1.8074| 10.27 GB|30.23|0.8896|- |- |20,809,435| -|hat_m 2x bf16 | 0.56| 0.59|1.06x| 1.7956| 10.26 GB|34.45|0.9466|- |- |20,624,795| -|hat_m 1x bf16 | 0.56| 0.59|1.07x| 1.7933| 10.24 GB|- |- |- |- |20,477,083| +|hat_m 4x bf16 | 0.56| 0.60|1.06x| 1.7755| 10.30 GB|27.97|0.8368|- |- |20,772,507| +|hat_m 3x bf16 | 0.57| 0.61|1.07x| 1.7636| 10.27 GB|30.23|0.8896|- |- |20,809,435| +|hat_m 2x bf16 | 0.57| 0.61|1.07x| 1.7597| 10.26 GB|34.45|0.9466|- |- |20,624,795| +|hat_m 1x bf16 | 0.57| 0.61|1.07x| 1.7581| 10.24 GB|- |- |- |- |20,477,083| ### hat_s (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|hat_s 4x bf16 | 0.63| 0.66|1.06x| 1.5983| 9.85 GB|27.87|0.8346|- |- | 9,621,183| -|hat_s 3x bf16 | 0.64| 0.68|1.06x| 1.5619| 9.83 GB|30.15|0.8879|- |- | 9,658,111| -|hat_s 2x bf16 | 0.64| 0.68|1.06x| 1.5570| 9.81 GB|34.31|0.9459|- |- | 9,473,471| -|hat_s 1x bf16 | 0.64| 0.68|1.06x| 1.5541| 9.80 GB|- |- |- |- | 9,325,759| +|hat_s 4x bf16 | 0.65| 0.68|1.05x| 1.5402| 9.85 GB|27.87|0.8346|- |- | 9,621,183| +|hat_s 3x bf16 | 0.65| 0.69|1.06x| 1.5306| 9.83 GB|30.15|0.8879|- |- | 9,658,111| +|hat_s 2x bf16 | 0.65| 0.69|1.06x| 1.5268| 9.81 GB|34.31|0.9459|- |- | 9,473,471| +|hat_s 1x bf16 | 0.66| 0.69|1.06x| 1.5245| 9.80 GB|- |- |- |- | 9,325,759| ### hit_sir -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|hit_sir 4x bf16 | 5.29| 5.32|1.00x| 0.1889| 1.34 GB|- |- |26.71|0.8045| 791,540| -|hit_sir 3x bf16 | 5.30| 5.31|1.00x| 0.1887| 1.32 GB|- |- |28.93|0.8673| 780,179| -|hit_sir 2x bf16 | 5.29| 5.31|1.00x| 0.1890| 1.30 GB|- |- |33.02|0.9365| 772,064| -|hit_sir 1x bf16 | 5.30| 5.32|1.00x| 0.1888| 1.29 GB|- |- |- |- | 767,195| +|hit_sir 4x bf16 | 5.39| 5.41|1.00x| 0.1854| 1.34 GB|- |- |26.71|0.8045| 791,540| +|hit_sir 3x bf16 | 5.40| 5.41|1.00x| 0.1853| 1.32 GB|- |- |28.93|0.8673| 780,179| +|hit_sir 2x bf16 | 5.40| 5.41|1.00x| 0.1852| 1.30 GB|- |- |33.02|0.9365| 772,064| +|hit_sir 1x bf16 | 5.35| 5.34|1.00x| 0.1870| 1.29 GB|- |- |- |- | 767,195| ### hit_sng -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|hit_sng 4x bf16 | 4.76| 4.74|1.00x| 0.2102| 1.34 GB|- |- |26.75|0.8053| 1,032,060| -|hit_sng 3x bf16 | 4.76| 4.74|1.00x| 0.2101| 1.32 GB|- |- |28.91|0.8671| 1,020,699| -|hit_sng 2x bf16 | 4.74| 4.74|1.00x| 0.2109| 1.30 GB|- |- |33.01|0.9360| 1,012,584| -|hit_sng 1x bf16 | 4.76| 4.74|1.00x| 0.2099| 1.29 GB|- |- |- |- | 1,007,715| +|hit_sng 4x bf16 | 4.84| 4.80|0.99x| 0.2064| 1.34 GB|- |- |26.75|0.8053| 1,032,060| +|hit_sng 3x bf16 | 4.85| 4.81|0.99x| 0.2063| 1.32 GB|- |- |28.91|0.8671| 1,020,699| +|hit_sng 2x bf16 | 4.84| 4.79|0.99x| 0.2068| 1.30 GB|- |- |33.01|0.9360| 1,012,584| +|hit_sng 1x bf16 | 4.77| 4.73|0.99x| 0.2096| 1.29 GB|- |- |- |- | 1,007,715| ### hit_srf -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|hit_srf 4x bf16 | 4.25| 4.33|1.02x| 0.2354| 1.34 GB|- |- |26.80|0.8069| 866,420| -|hit_srf 3x bf16 | 4.25| 4.32|1.02x| 0.2352| 1.32 GB|- |- |28.99|0.8687| 855,059| -|hit_srf 2x bf16 | 4.23| 4.31|1.02x| 0.2362| 1.30 GB|- |- |33.13|0.9372| 846,944| -|hit_srf 1x bf16 | 4.24| 4.32|1.02x| 0.2357| 1.29 GB|- |- |- |- | 842,075| +|hit_srf 4x bf16 | 4.32| 4.39|1.02x| 0.2316| 1.34 GB|- |- |26.80|0.8069| 866,420| +|hit_srf 3x bf16 | 4.32| 4.40|1.02x| 0.2315| 1.32 GB|- |- |28.99|0.8687| 855,059| +|hit_srf 2x bf16 | 4.31| 4.39|1.02x| 0.2319| 1.30 GB|- |- |33.13|0.9372| 846,944| +|hit_srf 1x bf16 | 4.32| 4.34|1.00x| 0.2316| 1.29 GB|- |- |- |- | 842,075| ### lmlt_base -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|lmlt_base 4x fp16 | 15.91| 15.86|1.00x| 0.0628| 0.56 GB|26.44|0.7949|- |- | 671,808| -|lmlt_base 3x fp16 | 15.97| 15.90|1.00x| 0.0626| 0.54 GB|28.48|0.8581|- |- | 660,447| -|lmlt_base 2x fp16 | 15.99| 15.89|0.99x| 0.0625| 0.53 GB|32.52|0.9316|- |- | 652,332| -|lmlt_base 1x fp16 | 16.04| 15.88|0.99x| 0.0623| 0.53 GB|- |- |- |- | 647,463| +|lmlt_base 4x fp16 | 16.25| 16.13|0.99x| 0.0616| 0.56 GB|26.44|0.7949|- |- | 671,808| +|lmlt_base 3x fp16 | 16.27| 16.18|0.99x| 0.0615| 0.54 GB|28.48|0.8581|- |- | 660,447| +|lmlt_base 2x fp16 | 16.24| 16.16|1.00x| 0.0616| 0.53 GB|32.52|0.9316|- |- | 652,332| +|lmlt_base 1x fp16 | 16.26| 16.20|1.00x| 0.0615| 0.53 GB|- |- |- |- | 647,463| ### lmlt_large -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|lmlt_large 4x fp16 | 10.98| 10.79|0.98x| 0.0911| 0.77 GB|26.63|0.8001|- |- | 1,295,328| -|lmlt_large 3x fp16 | 10.99| 10.79|0.98x| 0.0910| 0.75 GB|28.72|0.8628|- |- | 1,279,431| -|lmlt_large 2x fp16 | 10.92| 10.69|0.98x| 0.0916| 0.74 GB|32.75|0.9336|- |- | 1,268,076| -|lmlt_large 1x fp16 | 10.90| 10.81|0.99x| 0.0917| 0.74 GB|- |- |- |- | 1,261,263| +|lmlt_large 4x fp16 | 11.11| 11.11|1.00x| 0.0900| 0.77 GB|26.63|0.8001|- |- | 1,295,328| +|lmlt_large 3x fp16 | 11.14| 11.14|1.00x| 0.0898| 0.75 GB|28.72|0.8628|- |- | 1,279,431| +|lmlt_large 2x fp16 | 11.17| 11.13|1.00x| 0.0895| 0.74 GB|32.75|0.9336|- |- | 1,268,076| +|lmlt_large 1x fp16 | 11.20| 11.16|1.00x| 0.0893| 0.74 GB|- |- |- |- | 1,261,263| ### lmlt_tiny -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|lmlt_tiny 4x fp16 | 29.58| 29.49|1.00x| 0.0338| 0.37 GB|26.08|0.7838|- |- | 251,040| -|lmlt_tiny 3x fp16 | 29.18| 29.07|1.00x| 0.0343| 0.36 GB|28.10|0.8503|- |- | 244,215| -|lmlt_tiny 2x fp16 | 29.72| 29.46|0.99x| 0.0336| 0.35 GB|32.04|0.9273|- |- | 239,340| -|lmlt_tiny 1x fp16 | 29.42| 29.31|1.00x| 0.0340| 0.35 GB|- |- |- |- | 236,415| +|lmlt_tiny 4x fp16 | 29.83| 29.69|1.00x| 0.0335| 0.37 GB|26.08|0.7838|- |- | 251,040| +|lmlt_tiny 3x fp16 | 29.73| 29.78|1.00x| 0.0336| 0.36 GB|28.10|0.8503|- |- | 244,215| +|lmlt_tiny 2x fp16 | 29.98| 29.94|1.00x| 0.0334| 0.35 GB|32.04|0.9273|- |- | 239,340| +|lmlt_tiny 1x fp16 | 29.92| 29.93|1.00x| 0.0334| 0.35 GB|- |- |- |- | 236,415| ### man (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|man 4x fp16 | 1.26| 0.93|0.73x| 0.7906| 1.53 GB|27.26|0.8197|- |- | 8,712,588| -|man 3x fp16 | 1.26| 0.93|0.73x| 0.7907| 1.52 GB|29.52|0.8782|- |- | 8,678,547| -|man 2x fp16 | 1.26| 0.93|0.73x| 0.7906| 1.51 GB|33.73|0.9422|- |- | 8,654,232| -|man 1x fp16 | 1.27| 0.93|0.73x| 0.7896| 1.51 GB|- |- |- |- | 8,639,643| +|man 4x fp16 | 1.29| 0.95|0.73x| 0.7726| 1.53 GB|27.26|0.8197|- |- | 8,712,588| +|man 3x fp16 | 1.29| 0.95|0.73x| 0.7727| 1.52 GB|29.52|0.8782|- |- | 8,678,547| +|man 2x fp16 | 1.29| 0.94|0.73x| 0.7727| 1.51 GB|33.73|0.9422|- |- | 8,654,232| +|man 1x fp16 | 1.29| 0.94|0.73x| 0.7724| 1.51 GB|- |- |- |- | 8,639,643| ### man_light -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|man_light 4x fp16 | 6.10| 5.71|0.94x| 0.1640| 0.53 GB|26.70|0.8052|- |- | 842,868| -|man_light 3x fp16 | 6.10| 5.75|0.94x| 0.1638| 0.51 GB|- |- |- |- | 831,507| -|man_light 2x fp16 | 6.10| 5.74|0.94x| 0.1639| 0.51 GB|- |- |- |- | 823,392| -|man_light 1x fp16 | 6.10| 5.77|0.95x| 0.1639| 0.50 GB|- |- |- |- | 818,523| +|man_light 4x fp16 | 6.19| 5.80|0.94x| 0.1616| 0.53 GB|26.70|0.8052|- |- | 842,868| +|man_light 3x fp16 | 6.20| 5.85|0.94x| 0.1612| 0.51 GB|- |- |- |- | 831,507| +|man_light 2x fp16 | 6.21| 5.85|0.94x| 0.1611| 0.51 GB|- |- |- |- | 823,392| +|man_light 1x fp16 | 6.21| 5.89|0.95x| 0.1611| 0.50 GB|- |- |- |- | 818,523| ### man_tiny -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|man_tiny 4x fp16 | 35.48| 32.38|0.91x| 0.0282| 0.43 GB|25.84|0.7786|- |- | 150,000| -|man_tiny 3x fp16 | 35.64| 32.60|0.91x| 0.0281| 0.41 GB|- |- |- |- | 140,907| -|man_tiny 2x fp16 | 35.98| 32.73|0.91x| 0.0278| 0.41 GB|- |- |- |- | 134,412| -|man_tiny 1x fp16 | 35.91| 32.74|0.91x| 0.0278| 0.40 GB|- |- |- |- | 130,515| +|man_tiny 4x fp16 | 36.04| 32.87|0.91x| 0.0277| 0.43 GB|25.84|0.7786|- |- | 150,000| +|man_tiny 3x fp16 | 36.25| 33.11|0.91x| 0.0276| 0.41 GB|- |- |- |- | 140,907| +|man_tiny 2x fp16 | 36.41| 33.32|0.92x| 0.0275| 0.41 GB|- |- |- |- | 134,412| +|man_tiny 1x fp16 | 36.51| 33.44|0.92x| 0.0274| 0.40 GB|- |- |- |- | 130,515| ### metaflexnet -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|metaflexnet 4x fp16 | 6.50| 6.63|1.02x| 0.1537| 1.80 GB|- |- |- |- |67,205,424| -|metaflexnet 3x fp16 | 6.53| 6.67|1.02x| 0.1531| 1.79 GB|- |- |- |- |67,181,211| -|metaflexnet 2x fp16 | 6.52| 6.65|1.02x| 0.1533| 1.78 GB|- |- |- |- |67,163,916| -|metaflexnet 1x fp16 | 6.52| 6.67|1.02x| 0.1534| 1.77 GB|- |- |- |- |67,153,539| +|metaflexnet 4x fp16 | 6.80| 6.94|1.02x| 0.1471| 1.80 GB|- |- |- |- |67,205,424| +|metaflexnet 3x fp16 | 6.79| 6.94|1.02x| 0.1472| 1.79 GB|- |- |- |- |67,181,211| +|metaflexnet 2x fp16 | 6.78| 6.95|1.02x| 0.1474| 1.78 GB|- |- |- |- |67,163,916| +|metaflexnet 1x fp16 | 6.80| 6.95|1.02x| 0.1470| 1.77 GB|- |- |- |- |67,153,539| ### moesr2 -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|moesr2 4x bf16 | 3.96| 3.80|0.96x| 0.2527| 0.91 GB|27.05|0.8177|- |- |16,547,008| -|moesr2 3x bf16 | 3.95| 3.80|0.96x| 0.2532| 0.90 GB|- |- |- |- |16,534,891| -|moesr2 2x bf16 | 3.96| 3.79|0.96x| 0.2528| 0.89 GB|- |- |- |- |16,526,236| -|moesr2 1x bf16 | 3.98| 3.82|0.96x| 0.2510| 0.89 GB|- |- |- |- |16,521,043| +|moesr2 4x bf16 | 4.05| 3.90|0.96x| 0.2470| 0.91 GB|27.05|0.8177|- |- |16,547,008| +|moesr2 3x bf16 | 4.05| 3.90|0.96x| 0.2466| 0.90 GB|- |- |- |- |16,534,891| +|moesr2 2x bf16 | 4.05| 3.90|0.96x| 0.2467| 0.89 GB|- |- |- |- |16,526,236| +|moesr2 1x bf16 | 4.04| 3.90|0.97x| 0.2476| 0.89 GB|- |- |- |- |16,521,043| ### mosr -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|mosr 4x fp16 | 9.57| 11.87|1.24x| 0.1045| 0.49 GB|- |- |- |- | 4,287,600| -|mosr 3x fp16 | 9.56| 11.88|1.24x| 0.1046| 0.47 GB|- |- |- |- | 4,275,483| -|mosr 2x fp16 | 9.56| 11.87|1.24x| 0.1046| 0.47 GB|- |- |- |- | 4,266,828| -|mosr 1x fp16 | 9.57| 11.89|1.24x| 0.1045| 0.46 GB|- |- |- |- | 4,261,635| +|mosr 4x fp16 | 9.71| 12.07|1.24x| 0.1030| 0.49 GB|- |- |- |- | 4,287,600| +|mosr 3x fp16 | 9.71| 12.05|1.24x| 0.1030| 0.47 GB|- |- |- |- | 4,275,483| +|mosr 2x fp16 | 9.71| 12.08|1.24x| 0.1030| 0.47 GB|- |- |- |- | 4,266,828| +|mosr 1x fp16 | 9.73| 12.08|1.24x| 0.1028| 0.46 GB|- |- |- |- | 4,261,635| ### mosr_t -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|mosr_t 4x fp16 | 55.79| 69.33|1.24x| 0.0179| 0.36 GB|- |- |- |- | 609,888| -|mosr_t 3x fp16 | 57.94| 70.63|1.22x| 0.0173| 0.35 GB|- |- |- |- | 600,795| -|mosr_t 2x fp16 | 57.83| 71.24|1.23x| 0.0173| 0.34 GB|- |- |- |- | 594,300| -|mosr_t 1x fp16 | 57.90| 71.36|1.23x| 0.0173| 0.33 GB|- |- |- |- | 590,403| +|mosr_t 4x fp16 | 58.41| 71.57|1.23x| 0.0171| 0.36 GB|- |- |- |- | 609,888| +|mosr_t 3x fp16 | 58.67| 71.55|1.22x| 0.0170| 0.35 GB|- |- |- |- | 600,795| +|mosr_t 2x fp16 | 58.89| 71.87|1.22x| 0.0170| 0.34 GB|- |- |- |- | 594,300| +|mosr_t 1x fp16 | 58.66| 72.07|1.23x| 0.0170| 0.33 GB|- |- |- |- | 590,403| ### omnisr -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|omnisr 4x fp16 | 7.64| 7.55|0.99x| 0.1308| 1.18 GB|26.95|0.8105|26.64|0.8018| 805,376| -|omnisr 3x fp16 | 7.66| 7.55|0.99x| 0.1306| 1.17 GB|29.12|0.8712|28.84|0.8656| 793,259| -|omnisr 2x fp16 | 7.67| 7.55|0.99x| 0.1305| 1.16 GB|33.30|0.9386|33.05|0.9363| 784,604| -|omnisr 1x fp16 | 7.64| 7.57|0.99x| 0.1310| 1.15 GB|- |- |- |- | 779,411| +|omnisr 4x fp16 | 8.00| 7.88|0.99x| 0.1250| 1.18 GB|26.95|0.8105|26.64|0.8018| 805,376| +|omnisr 3x fp16 | 8.01| 7.88|0.98x| 0.1248| 1.17 GB|29.12|0.8712|28.84|0.8656| 793,259| +|omnisr 2x fp16 | 8.00| 7.88|0.98x| 0.1250| 1.16 GB|33.30|0.9386|33.05|0.9363| 784,604| +|omnisr 1x fp16 | 8.01| 7.89|0.99x| 0.1249| 1.15 GB|- |- |- |- | 779,411| ### plksr -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|plksr 4x fp16 | 13.07| 17.96|1.37x| 0.0765| 0.29 GB|26.85|0.8097|26.69|0.8054| 7,386,096| -|plksr 3x fp16 | 13.15| 18.06|1.37x| 0.0760| 0.27 GB|29.10|0.8713|28.86|0.8666| 7,373,979| -|plksr 2x fp16 | 13.22| 18.08|1.37x| 0.0756| 0.25 GB|33.36|0.9395|32.99|0.9365| 7,365,324| -|plksr 1x fp16 | 13.19| 18.15|1.38x| 0.0758| 0.24 GB|- |- |- |- | 7,360,131| +|plksr 4x fp16 | 13.28| 18.30|1.38x| 0.0753| 0.29 GB|26.85|0.8097|26.69|0.8054| 7,386,096| +|plksr 3x fp16 | 13.31| 18.35|1.38x| 0.0752| 0.27 GB|29.10|0.8713|28.86|0.8666| 7,373,979| +|plksr 2x fp16 | 13.32| 18.42|1.38x| 0.0750| 0.25 GB|33.36|0.9395|32.99|0.9365| 7,365,324| +|plksr 1x fp16 | 13.43| 18.44|1.37x| 0.0745| 0.24 GB|- |- |- |- | 7,360,131| ### plksr_tiny (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|plksr_tiny 4x fp16 | 39.42| 53.14|1.35x| 0.0254| 0.27 GB|26.34|0.7942|26.12|0.7888| 2,370,544| -|plksr_tiny 3x fp16 | 40.10| 53.77|1.34x| 0.0249| 0.24 GB|28.51|0.8599|28.35|0.8571| 2,358,427| -|plksr_tiny 2x fp16 | 39.98| 53.96|1.35x| 0.0250| 0.23 GB|32.58|0.9328|32.43|0.9314| 2,349,772| -|plksr_tiny 1x fp16 | 40.22| 54.48|1.35x| 0.0249| 0.21 GB|- |- |- |- | 2,344,579| +|plksr_tiny 4x fp16 | 40.04| 54.27|1.36x| 0.0250| 0.27 GB|26.34|0.7942|26.12|0.7888| 2,370,544| +|plksr_tiny 3x fp16 | 40.02| 54.77|1.37x| 0.0250| 0.24 GB|28.51|0.8599|28.35|0.8571| 2,358,427| +|plksr_tiny 2x fp16 | 40.39| 55.32|1.37x| 0.0248| 0.23 GB|32.58|0.9328|32.43|0.9314| 2,349,772| +|plksr_tiny 1x fp16 | 40.75| 55.47|1.36x| 0.0245| 0.21 GB|- |- |- |- | 2,344,579| ### rcan -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|rcan 4x bf16 | 5.43| 7.47|1.38x| 0.1842| 1.47 GB|27.16|0.8168|26.82|0.8087|15,592,355| -|rcan 3x bf16 | 5.63| 8.05|1.43x| 0.1776| 0.91 GB|- |- |29.09|0.8702|15,629,283| -|rcan 2x bf16 | 5.78| 8.30|1.44x| 0.1731| 0.50 GB|33.62|0.9410|33.34|0.9384|15,444,643| -|rcan 1x bf16 | 5.82| 8.50|1.46x| 0.1718| 0.28 GB|- |- |- |- |15,296,931| +|rcan 4x bf16 | 5.70| 7.47|1.31x| 0.1755| 1.47 GB|27.16|0.8168|26.82|0.8087|15,592,355| +|rcan 3x bf16 | 5.91| 8.02|1.36x| 0.1692| 0.91 GB|- |- |29.09|0.8702|15,629,283| +|rcan 2x bf16 | 6.01| 8.27|1.38x| 0.1663| 0.50 GB|33.62|0.9410|33.34|0.9384|15,444,643| +|rcan 1x bf16 | 6.21| 8.49|1.37x| 0.1610| 0.28 GB|- |- |- |- |15,296,931| + +### rcan_unshuffle +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged +|Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| +|:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| +|rcan_unshuffle 4x fp16 | 5.69| 7.46|1.31x| 0.1756| 1.40 GB|- |- |- |- |15,592,355| +|rcan_unshuffle 3x fp16 | 5.86| 8.00|1.37x| 0.1706| 0.86 GB|- |- |- |- |15,629,283| +|rcan_unshuffle 2x fp16 | 20.81| 25.58|1.23x| 0.0481| 0.42 GB|- |- |- |- |15,597,539| +|rcan_unshuffle 1x fp16 | 23.55| 28.72|1.22x| 0.0425| 0.18 GB|- |- |- |- |15,618,275| ### realcugan (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|realcugan 4x fp16 | 45.44| 63.93|1.41x| 0.0220| 0.95 GB|- |- |- |- | 1,406,812| -|realcugan 3x fp16 | 26.42| 36.44|1.38x| 0.0378| 1.71 GB|- |- |- |- | 1,286,326| -|realcugan 2x fp16 | 61.14| 82.97|1.36x| 0.0164| 0.78 GB|- |- |- |- | 1,284,598| +|realcugan 4x fp16 | 46.39| 65.11|1.40x| 0.0216| 0.95 GB|- |- |- |- | 1,406,812| +|realcugan 3x fp16 | 26.96| 37.02|1.37x| 0.0371| 1.71 GB|- |- |- |- | 1,286,326| +|realcugan 2x fp16 | 62.16| 84.31|1.36x| 0.0161| 0.78 GB|- |- |- |- | 1,284,598| |realcugan 1x fp16 |- |- |- |- |- |-|-|-||- | ### realplksr dysample layer_norm=False -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|realplksr dysample layer_norm=False 4x fp16| 5.73| 5.98|1.04x| 0.1745| 2.21 GB|- |- |- |- | 7,402,243| -|realplksr dysample layer_norm=False 3x fp16| 5.95| 6.26|1.05x| 0.1680| 0.80 GB|- |- |- |- | 7,380,617| -|realplksr dysample layer_norm=False 2x fp16| 6.02| 6.38|1.06x| 0.1661| 0.39 GB|- |- |- |- | 7,369,747| -|realplksr dysample layer_norm=False 1x fp16| 6.05| 6.39|1.05x| 0.1652| 0.39 GB|- |- |- |- | 7,363,757| +|realplksr dysample layer_norm=False 4x fp16| 5.85| 6.09|1.04x| 0.1711| 2.21 GB|- |- |- |- | 7,402,243| +|realplksr dysample layer_norm=False 3x fp16| 6.04| 6.36|1.05x| 0.1655| 0.80 GB|- |- |- |- | 7,380,617| +|realplksr dysample layer_norm=False 2x fp16| 6.13| 6.47|1.06x| 0.1632| 0.39 GB|- |- |- |- | 7,369,747| +|realplksr dysample layer_norm=False 1x fp16| 6.15| 6.52|1.06x| 0.1625| 0.39 GB|- |- |- |- | 7,363,757| ### realplksr dysample layer_norm=True -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|realplksr dysample layer_norm=True 4x fp16| 8.33| 9.75|1.17x| 0.1200| 2.21 GB|- |- |- |- | 7,402,243| -|realplksr dysample layer_norm=True 3x fp16| 8.77| 10.51|1.20x| 0.1140| 0.80 GB|- |- |- |- | 7,380,617| -|realplksr dysample layer_norm=True 2x fp16| 8.92| 10.81|1.21x| 0.1122| 0.32 GB|- |- |- |- | 7,369,747| -|realplksr dysample layer_norm=True 1x fp16| 8.98| 10.93|1.22x| 0.1113| 0.32 GB|- |- |- |- | 7,363,757| +|realplksr dysample layer_norm=True 4x fp16| 8.47| 9.98|1.18x| 0.1180| 2.21 GB|- |- |- |- | 7,402,243| +|realplksr dysample layer_norm=True 3x fp16| 8.92| 10.74|1.20x| 0.1121| 0.80 GB|- |- |- |- | 7,380,617| +|realplksr dysample layer_norm=True 2x fp16| 9.10| 11.04|1.21x| 0.1100| 0.32 GB|- |- |- |- | 7,369,747| +|realplksr dysample layer_norm=True 1x fp16| 9.12| 11.13|1.22x| 0.1096| 0.32 GB|- |- |- |- | 7,363,757| ### realplksr pixelshuffle layer_norm=False -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|realplksr pixelshuffle layer_norm=False 4x fp16| 6.08| 6.42|1.06x| 0.1645| 0.44 GB|- |- |- |- | 7,389,680| -|realplksr pixelshuffle layer_norm=False 3x fp16| 6.09| 6.43|1.06x| 0.1643| 0.41 GB|- |- |- |- | 7,377,563| -|realplksr pixelshuffle layer_norm=False 2x fp16| 6.09| 6.43|1.06x| 0.1642| 0.40 GB|- |- |- |- | 7,368,908| -|realplksr pixelshuffle layer_norm=False 1x fp16| 6.09| 6.43|1.06x| 0.1642| 0.39 GB|- |- |- |- | 7,363,715| +|realplksr pixelshuffle layer_norm=False 4x fp16| 6.15| 6.50|1.06x| 0.1627| 0.44 GB|- |- |- |- | 7,389,680| +|realplksr pixelshuffle layer_norm=False 3x fp16| 6.16| 6.52|1.06x| 0.1624| 0.41 GB|- |- |- |- | 7,377,563| +|realplksr pixelshuffle layer_norm=False 2x fp16| 6.17| 6.53|1.06x| 0.1620| 0.40 GB|- |- |- |- | 7,368,908| +|realplksr pixelshuffle layer_norm=False 1x fp16| 6.17| 6.53|1.06x| 0.1621| 0.39 GB|- |- |- |- | 7,363,715| ### realplksr pixelshuffle layer_norm=True -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|realplksr pixelshuffle layer_norm=True 4x fp16| 9.00| 10.98|1.22x| 0.1111| 0.37 GB|26.94|0.8140|- |- | 7,389,680| -|realplksr pixelshuffle layer_norm=True 3x fp16| 9.05| 11.01|1.22x| 0.1105| 0.34 GB|- |- |- |- | 7,377,563| -|realplksr pixelshuffle layer_norm=True 2x fp16| 9.01| 10.97|1.22x| 0.1109| 0.33 GB|33.44|0.9412|- |- | 7,368,908| -|realplksr pixelshuffle layer_norm=True 1x fp16| 9.04| 11.01|1.22x| 0.1106| 0.32 GB|- |- |- |- | 7,363,715| +|realplksr pixelshuffle layer_norm=True 4x fp16| 9.14| 11.16|1.22x| 0.1094| 0.37 GB|26.94|0.8140|- |- | 7,389,680| +|realplksr pixelshuffle layer_norm=True 3x fp16| 9.18| 11.18|1.22x| 0.1089| 0.34 GB|- |- |- |- | 7,377,563| +|realplksr pixelshuffle layer_norm=True 2x fp16| 9.19| 11.19|1.22x| 0.1089| 0.33 GB|33.44|0.9412|- |- | 7,368,908| +|realplksr pixelshuffle layer_norm=True 1x fp16| 9.16| 11.20|1.22x| 0.1091| 0.32 GB|- |- |- |- | 7,363,715| ### realplksr_tiny -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|realplksr_tiny 4x fp16 | 24.94| 29.15|1.17x| 0.0401| 0.34 GB|- |- |- |- | 2,372,080| -|realplksr_tiny 3x fp16 | 24.98| 29.50|1.18x| 0.0400| 0.32 GB|- |- |- |- | 2,359,963| -|realplksr_tiny 2x fp16 | 25.01| 29.62|1.18x| 0.0400| 0.30 GB|- |- |- |- | 2,351,308| -|realplksr_tiny 1x fp16 | 25.39| 29.74|1.17x| 0.0394| 0.29 GB|- |- |- |- | 2,346,115| +|realplksr_tiny 4x fp16 | 25.27| 29.88|1.18x| 0.0396| 0.34 GB|- |- |- |- | 2,372,080| +|realplksr_tiny 3x fp16 | 25.10| 30.11|1.20x| 0.0398| 0.32 GB|- |- |- |- | 2,359,963| +|realplksr_tiny 2x fp16 | 25.37| 30.32|1.20x| 0.0394| 0.30 GB|- |- |- |- | 2,351,308| +|realplksr_tiny 1x fp16 | 25.71| 30.37|1.18x| 0.0389| 0.29 GB|- |- |- |- | 2,346,115| ### rgt -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 0 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| |rgt 4x bf16 |- |- |- |- |- |-|-|-||- | @@ -862,7 +875,7 @@ PSNR and SSIM scores are a rough measure of quality, higher is better. These sco |rgt 1x bf16 |- |- |- |- |- |-|-|-||- | ### rgt_s -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 0 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| |rgt_s 4x bf16 |- |- |- |- |- |-|-|-||- | @@ -874,160 +887,160 @@ PSNR and SSIM scores are a rough measure of quality, higher is better. These sco (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|rtmosr 4x fp16 | 262.48| 227.38|0.87x| 0.0038| 0.36 GB|- |- |- |- | 2,962,128| -|rtmosr 3x fp16 | 275.32| 250.99|0.91x| 0.0036| 0.33 GB|- |- |- |- | 2,886,066| -|rtmosr 2x fp16 | 288.38| 261.55|0.91x| 0.0035| 0.31 GB|- |- |- |- | 2,842,536| -|rtmosr 1x fp16 | 286.00| 263.24|0.92x| 0.0035| 0.30 GB|- |- |- |- | 2,820,738| +|rtmosr 4x fp16 | 266.71| 228.76|0.86x| 0.0037| 0.36 GB|- |- |- |- | 2,962,128| +|rtmosr 3x fp16 | 281.73| 253.60|0.90x| 0.0035| 0.33 GB|- |- |- |- | 2,886,066| +|rtmosr 2x fp16 | 286.04| 262.59|0.92x| 0.0035| 0.32 GB|- |- |- |- | 2,842,536| +|rtmosr 1x fp16 | 291.25| 264.98|0.91x| 0.0034| 0.30 GB|- |- |- |- | 2,820,738| ### rtmosr_l (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|rtmosr_l 4x fp16 | 259.53| 226.58|0.87x| 0.0039| 0.38 GB|- |- |- |- | 2,962,128| +|rtmosr_l 4x fp16 | 266.10| 229.55|0.86x| 0.0038| 0.37 GB|- |- |- |- | 2,962,128| |rtmosr_l 3x fp16 |- |- |- |- |- |-|-|-||- | -|rtmosr_l 2x fp16 | 864.81| 881.80|1.02x| 0.0012| 0.13 GB|- |- |- |- | 2,981,424| -|rtmosr_l 1x fp16 | 865.82| 879.96|1.02x| 0.0012| 0.06 GB|- |- |- |- | 3,061,848| +|rtmosr_l 2x fp16 | 827.95| 823.39|0.99x| 0.0012| 0.12 GB|- |- |- |- | 2,981,424| +|rtmosr_l 1x fp16 | 832.21| 856.77|1.03x| 0.0012| 0.07 GB|- |- |- |- | 3,061,848| ### rtmosr_ul (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|rtmosr_ul 4x fp16 | 327.37| 267.12|0.82x| 0.0031| 0.32 GB|- |- |- |- | 2,214,154| +|rtmosr_ul 4x fp16 | 328.63| 267.71|0.81x| 0.0030| 0.34 GB|- |- |- |- | 2,214,154| |rtmosr_ul 3x fp16 |- |- |- |- |- |-|-|-||- | -|rtmosr_ul 2x fp16 | 675.82| 881.63|1.30x| 0.0015| 0.10 GB|- |- |- |- | 2,233,450| -|rtmosr_ul 1x fp16 | 885.54| 812.92|0.92x| 0.0011| 0.07 GB|- |- |- |- | 2,313,874| +|rtmosr_ul 2x fp16 | 869.61| 860.26|0.99x| 0.0011| 0.12 GB|- |- |- |- | 2,233,450| +|rtmosr_ul 1x fp16 | 895.01| 881.60|0.99x| 0.0011| 0.05 GB|- |- |- |- | 2,313,874| ### safmn (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|safmn 4x fp16 | 44.77| 43.48|0.97x| 0.0223| 0.27 GB|25.97|0.7809|- |- | 239,520| -|safmn 3x fp16 | 44.80| 43.00|0.96x| 0.0223| 0.26 GB|27.95|0.8474|- |- | 232,695| -|safmn 2x fp16 | 45.11| 42.91|0.95x| 0.0222| 0.25 GB|31.84|0.9256|- |- | 227,820| -|safmn 1x fp16 | 45.37| 43.77|0.96x| 0.0220| 0.25 GB|- |- |- |- | 224,895| +|safmn 4x fp16 | 45.46| 44.09|0.97x| 0.0220| 0.27 GB|25.97|0.7809|- |- | 239,520| +|safmn 3x fp16 | 45.60| 43.97|0.96x| 0.0219| 0.26 GB|27.95|0.8474|- |- | 232,695| +|safmn 2x fp16 | 45.76| 44.25|0.97x| 0.0219| 0.25 GB|31.84|0.9256|- |- | 227,820| +|safmn 1x fp16 | 45.99| 44.50|0.97x| 0.0217| 0.25 GB|- |- |- |- | 224,895| ### safmn_l -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|safmn_l 4x fp16 | 4.98| 4.93|0.99x| 0.2010| 0.88 GB|26.81|0.8058|- |- | 5,600,816| -|safmn_l 3x fp16 | 4.98| 4.92|0.99x| 0.2009| 0.87 GB|28.99|0.8679|- |- | 5,576,603| -|safmn_l 2x fp16 | 4.97| 4.93|0.99x| 0.2011| 0.86 GB|33.06|0.9366|- |- | 5,559,308| -|safmn_l 1x fp16 | 4.98| 4.93|0.99x| 0.2010| 0.86 GB|- |- |- |- | 5,548,931| +|safmn_l 4x fp16 | 5.12| 5.07|0.99x| 0.1952| 0.88 GB|26.81|0.8058|- |- | 5,600,816| +|safmn_l 3x fp16 | 5.13| 5.07|0.99x| 0.1950| 0.87 GB|28.99|0.8679|- |- | 5,576,603| +|safmn_l 2x fp16 | 5.13| 5.06|0.99x| 0.1951| 0.86 GB|33.06|0.9366|- |- | 5,559,308| +|safmn_l 1x fp16 | 5.13| 5.07|0.99x| 0.1948| 0.86 GB|- |- |- |- | 5,548,931| ### scunet_aaf6aa -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 10 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|scunet_aaf6aa 4x fp16 | 8.36| 10.43|1.25x| 0.1196| 3.38 GB|- |- |- |- |15,207,468| -|scunet_aaf6aa 3x fp16 | 11.89| 14.33|1.21x| 0.0841| 1.03 GB|- |- |- |- |15,170,540| -|scunet_aaf6aa 2x fp16 | 12.03| 14.66|1.22x| 0.0831| 1.03 GB|- |- |- |- |15,170,540| -|scunet_aaf6aa 1x fp16 | 26.43| 27.65|1.05x| 0.0378| 0.82 GB|- |- |- |- | 9,699,756| +|scunet_aaf6aa 4x fp16 | 8.86| 11.13|1.26x| 0.1129| 3.39 GB|- |- |- |- |15,207,468| +|scunet_aaf6aa 3x fp16 | 12.19| 14.70|1.21x| 0.0820| 1.03 GB|- |- |- |- |15,170,540| +|scunet_aaf6aa 2x fp16 | 12.03| 14.59|1.21x| 0.0831| 1.04 GB|- |- |- |- |15,170,540| +|scunet_aaf6aa 1x fp16 | 27.93| 28.59|1.02x| 0.0358| 0.83 GB|- |- |- |- | 9,699,756| ### sebica (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|sebica 4x fp16 | 176.42| 207.15|1.17x| 0.0057| 0.23 GB|- |- |- |- | 40,896| -|sebica 3x fp16 | 180.09| 233.67|1.30x| 0.0056| 0.14 GB|- |- |- |- | 40,539| -|sebica 2x fp16 | 180.94| 239.48|1.32x| 0.0055| 0.10 GB|- |- |- |- | 40,284| -|sebica 1x fp16 | 184.76| 229.39|1.24x| 0.0054| 0.10 GB|- |- |- |- | 40,131| +|sebica 4x fp16 | 175.91| 220.66|1.25x| 0.0057| 0.24 GB|- |- |- |- | 40,896| +|sebica 3x fp16 | 177.31| 242.54|1.37x| 0.0056| 0.14 GB|- |- |- |- | 40,539| +|sebica 2x fp16 | 175.07| 236.47|1.35x| 0.0057| 0.10 GB|- |- |- |- | 40,284| +|sebica 1x fp16 | 181.80| 247.12|1.36x| 0.0055| 0.10 GB|- |- |- |- | 40,131| ### sebica_mini (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|sebica_mini 4x fp16 | 203.17| 258.62|1.27x| 0.0049| 0.22 GB|- |- |- |- | 11,568| -|sebica_mini 3x fp16 | 208.99| 278.48|1.33x| 0.0048| 0.13 GB|- |- |- |- | 11,379| -|sebica_mini 2x fp16 | 208.26| 274.85|1.32x| 0.0048| 0.08 GB|- |- |- |- | 11,244| -|sebica_mini 1x fp16 | 210.70| 292.92|1.39x| 0.0047| 0.07 GB|- |- |- |- | 11,163| +|sebica_mini 4x fp16 | 203.35| 240.48|1.18x| 0.0049| 0.23 GB|- |- |- |- | 11,568| +|sebica_mini 3x fp16 | 211.60| 265.19|1.25x| 0.0047| 0.13 GB|- |- |- |- | 11,379| +|sebica_mini 2x fp16 | 211.21| 262.12|1.24x| 0.0047| 0.08 GB|- |- |- |- | 11,244| +|sebica_mini 1x fp16 | 214.49| 290.85|1.36x| 0.0047| 0.07 GB|- |- |- |- | 11,163| ### seemore_t (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|seemore_t 4x bf16 | 32.95| 24.00|0.73x| 0.0304| 0.30 GB|26.23|0.7883|- |- | 231,804| -|seemore_t 3x bf16 | 33.36| 24.05|0.72x| 0.0300| 0.27 GB|28.27|0.8538|- |- | 224,979| -|seemore_t 2x bf16 | 33.27| 24.11|0.72x| 0.0301| 0.25 GB|32.22|0.9286|- |- | 220,104| -|seemore_t 1x bf16 | 33.39| 24.12|0.72x| 0.0300| 0.24 GB|- |- |- |- | 217,179| +|seemore_t 4x bf16 | 33.51| 24.24|0.72x| 0.0298| 0.30 GB|26.23|0.7883|- |- | 231,804| +|seemore_t 3x bf16 | 33.80| 24.35|0.72x| 0.0296| 0.27 GB|28.27|0.8538|- |- | 224,979| +|seemore_t 2x bf16 | 33.87| 24.31|0.72x| 0.0295| 0.25 GB|32.22|0.9286|- |- | 220,104| +|seemore_t 1x bf16 | 33.89| 24.36|0.72x| 0.0295| 0.24 GB|- |- |- |- | 217,179| ### span (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|span 4x fp16 | 101.56| 109.49|1.08x| 0.0098| 0.60 GB|26.18|0.7879|- |- | 2,236,728| -|span 3x fp16 | 97.65| 104.57|1.07x| 0.0102| 0.59 GB|- |- |- |- | 2,227,635| -|span 2x fp16 | 98.55| 111.10|1.13x| 0.0101| 0.58 GB|32.24|0.9294|- |- | 2,221,140| -|span 1x fp16 | 95.15| 97.08|1.02x| 0.0105| 0.57 GB|- |- |- |- | 2,217,243| +|span 4x fp16 | 96.38| 110.47|1.15x| 0.0104| 0.60 GB|26.18|0.7879|- |- | 2,236,728| +|span 3x fp16 | 96.34| 112.34|1.17x| 0.0104| 0.59 GB|- |- |- |- | 2,227,635| +|span 2x fp16 | 95.09| 111.27|1.17x| 0.0105| 0.58 GB|32.24|0.9294|- |- | 2,221,140| +|span 1x fp16 | 93.57| 108.11|1.16x| 0.0107| 0.57 GB|- |- |- |- | 2,217,243| ### spanplus (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|spanplus 4x fp16 | 55.11| 52.34|0.95x| 0.0181| 2.16 GB|- |- |- |- | 2,228,507| -|spanplus 3x fp16 | 69.14| 67.39|0.97x| 0.0145| 1.24 GB|- |- |- |- | 2,223,075| -|spanplus 2x fp16 | 78.98| 85.89|1.09x| 0.0127| 0.58 GB|- |- |- |- | 2,219,195| -|spanplus 1x fp16 | 94.18| 99.94|1.06x| 0.0106| 0.32 GB|- |- |- |- | 2,216,867| +|spanplus 4x fp16 | 53.25| 52.60|0.99x| 0.0188| 2.17 GB|- |- |- |- | 2,228,507| +|spanplus 3x fp16 | 66.48| 68.36|1.03x| 0.0150| 1.24 GB|- |- |- |- | 2,223,075| +|spanplus 2x fp16 | 78.89| 86.29|1.09x| 0.0127| 0.58 GB|- |- |- |- | 2,219,195| +|spanplus 1x fp16 | 91.86| 100.54|1.09x| 0.0109| 0.30 GB|- |- |- |- | 2,216,867| ### spanplus_s (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|spanplus_s 4x fp16 | 75.54| 69.41|0.92x| 0.0132| 1.56 GB|- |- |- |- | 687,707| -|spanplus_s 3x fp16 | 97.78| 92.61|0.95x| 0.0102| 0.89 GB|- |- |- |- | 684,067| -|spanplus_s 2x fp16 | 123.33| 121.84|0.99x| 0.0081| 0.42 GB|- |- |- |- | 681,467| -|spanplus_s 1x fp16 | 142.03| 138.53|0.98x| 0.0070| 0.22 GB|- |- |- |- | 679,907| +|spanplus_s 4x fp16 | 61.62| 62.66|1.02x| 0.0162| 1.57 GB|- |- |- |- | 687,707| +|spanplus_s 3x fp16 | 97.68| 93.20|0.95x| 0.0102| 0.89 GB|- |- |- |- | 684,067| +|spanplus_s 2x fp16 | 125.56| 125.68|1.00x| 0.0080| 0.42 GB|- |- |- |- | 681,467| +|spanplus_s 1x fp16 | 137.21| 141.39|1.03x| 0.0073| 0.20 GB|- |- |- |- | 679,907| ### spanplus_st (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|spanplus_st 4x fp16 | 101.51| 109.91|1.08x| 0.0099| 0.33 GB|- |- |- |- | 2,236,728| -|spanplus_st 3x fp16 | 91.76| 105.31|1.15x| 0.0109| 0.31 GB|- |- |- |- | 2,227,635| -|spanplus_st 2x fp16 | 101.72| 115.25|1.13x| 0.0098| 0.31 GB|- |- |- |- | 2,221,140| -|spanplus_st 1x fp16 | 103.52| 113.58|1.10x| 0.0097| 0.32 GB|- |- |- |- | 2,217,243| +|spanplus_st 4x fp16 | 87.22| 104.96|1.20x| 0.0115| 0.34 GB|- |- |- |- | 2,236,728| +|spanplus_st 3x fp16 | 96.23| 112.16|1.17x| 0.0104| 0.31 GB|- |- |- |- | 2,227,635| +|spanplus_st 2x fp16 | 97.42| 116.51|1.20x| 0.0103| 0.31 GB|- |- |- |- | 2,221,140| +|spanplus_st 1x fp16 | 96.30| 111.46|1.16x| 0.0104| 0.30 GB|- |- |- |- | 2,217,243| ### spanplus_sts (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|spanplus_sts 4x fp16 | 162.98| 171.32|1.05x| 0.0061| 0.23 GB|- |- |- |- | 693,160| -|spanplus_sts 3x fp16 | 167.53| 173.22|1.03x| 0.0060| 0.21 GB|- |- |- |- | 687,091| -|spanplus_sts 2x fp16 | 165.22| 170.53|1.03x| 0.0061| 0.21 GB|- |- |- |- | 682,756| -|spanplus_sts 1x fp16 | 166.70| 169.38|1.02x| 0.0060| 0.22 GB|- |- |- |- | 680,155| +|spanplus_sts 4x fp16 | 155.34| 170.27|1.10x| 0.0064| 0.24 GB|- |- |- |- | 693,160| +|spanplus_sts 3x fp16 | 163.08| 176.90|1.08x| 0.0061| 0.21 GB|- |- |- |- | 687,091| +|spanplus_sts 2x fp16 | 163.92| 176.23|1.08x| 0.0061| 0.21 GB|- |- |- |- | 682,756| +|spanplus_sts 1x fp16 | 157.38| 146.71|0.93x| 0.0064| 0.20 GB|- |- |- |- | 680,155| ### srformer (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|srformer 4x bf16 | 0.29| 0.28|0.96x| 3.4567| 3.65 GB|27.68|0.8311|- |- |10,543,503| -|srformer 3x bf16 | 0.29| 0.29|1.00x| 3.4557| 3.62 GB|30.04|0.8865|- |- |10,580,431| -|srformer 2x bf16 | 0.29| 0.29|1.00x| 3.4522| 3.61 GB|34.09|0.9449|- |- |10,395,791| -|srformer 1x bf16 | 0.29| 0.29|1.00x| 3.4767| 3.60 GB|- |- |- |- |10,248,079| +|srformer 4x bf16 | 0.29| 0.29|1.00x| 3.4623| 3.65 GB|27.68|0.8311|- |- |10,543,503| +|srformer 3x bf16 | 0.29| 0.29|1.00x| 3.4551| 3.62 GB|30.04|0.8865|- |- |10,580,431| +|srformer 2x bf16 | 0.29| 0.29|1.00x| 3.4670| 3.61 GB|34.09|0.9449|- |- |10,395,791| +|srformer 1x bf16 | 0.29| 0.29|1.00x| 3.4460| 3.60 GB|- |- |- |- |10,248,079| ### srformer_light (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|srformer_light 4x bf16 | 1.04| 1.04|1.00x| 0.9655| 2.36 GB|26.67|0.8032|- |- | 6,894,948| -|srformer_light 3x bf16 | 1.04| 1.04|1.01x| 0.9650| 2.34 GB|28.81|0.8655|- |- | 6,860,907| -|srformer_light 2x bf16 | 1.01| 1.03|1.02x| 0.9911| 2.32 GB|32.91|0.9353|- |- | 6,836,592| -|srformer_light 1x bf16 | 1.04| 1.03|0.99x| 0.9620| 2.31 GB|- |- |- |- | 6,822,003| +|srformer_light 4x bf16 | 1.03| 1.03|1.00x| 0.9713| 2.36 GB|26.67|0.8032|- |- | 6,894,948| +|srformer_light 3x bf16 | 1.04| 1.05|1.01x| 0.9645| 2.34 GB|28.81|0.8655|- |- | 6,860,907| +|srformer_light 2x bf16 | 1.03| 1.04|1.01x| 0.9717| 2.32 GB|32.91|0.9353|- |- | 6,836,592| +|srformer_light 1x bf16 | 1.04| 1.04|1.00x| 0.9602| 2.31 GB|- |- |- |- | 6,822,003| ### superultracompact (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|superultracompact 4x fp16 | 757.90| 750.99|0.99x| 0.0013| 0.19 GB|- |- |- |- | 52,968| -|superultracompact 3x fp16 | 862.11| 922.77|1.07x| 0.0012| 0.11 GB|- |- |- |- | 48,411| -|superultracompact 2x fp16 | 901.64| 1094.97|1.21x| 0.0011| 0.06 GB|- |- |- |- | 45,156| -|superultracompact 1x fp16 | 926.76| 1126.23|1.22x| 0.0011| 0.06 GB|- |- |- |- | 43,203| +|superultracompact 4x fp16 | 746.79| 744.86|1.00x| 0.0013| 0.20 GB|- |- |- |- | 52,968| +|superultracompact 3x fp16 | 889.83| 933.62|1.05x| 0.0011| 0.11 GB|- |- |- |- | 48,411| +|superultracompact 2x fp16 | 944.24| 1088.75|1.15x| 0.0011| 0.07 GB|- |- |- |- | 45,156| +|superultracompact 1x fp16 | 977.36| 1153.39|1.18x| 0.0010| 0.04 GB|- |- |- |- | 43,203| ### swin2sr_l (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|swin2sr_l 4x bf16 | 0.40| 0.39|0.97x| 2.4707| 3.37 GB|- |- |- |- |28,785,859| +|swin2sr_l 4x bf16 | 0.41| 0.41|1.01x| 2.4550| 3.37 GB|- |- |- |- |28,785,859| |swin2sr_l 3x bf16 |- |- |- |- |- |-|-|-||- | |swin2sr_l 2x bf16 |- |- |- |- |- |-|-|-||- | |swin2sr_l 1x bf16 |- |- |- |- |- |-|-|-||- | @@ -1036,49 +1049,49 @@ PSNR and SSIM scores are a rough measure of quality, higher is better. These sco (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|swin2sr_m 4x bf16 | 0.63| 0.63|1.00x| 1.5878| 2.51 GB|27.51|0.8271|- |- |12,239,283| -|swin2sr_m 3x bf16 | 0.63| 0.63|1.00x| 1.5815| 2.48 GB|- |- |- |- |12,276,211| -|swin2sr_m 2x bf16 | 0.61| 0.62|1.02x| 1.6346| 2.47 GB|33.89|0.9431|- |- |12,091,571| -|swin2sr_m 1x bf16 | 0.62| 0.64|1.03x| 1.6088| 2.46 GB|- |- |- |- |11,943,859| +|swin2sr_m 4x bf16 | 0.61| 0.63|1.02x| 1.6363| 2.51 GB|27.51|0.8271|- |- |12,239,283| +|swin2sr_m 3x bf16 | 0.63| 0.64|1.01x| 1.5909| 2.48 GB|- |- |- |- |12,276,211| +|swin2sr_m 2x bf16 | 0.64| 0.64|0.99x| 1.5633| 2.47 GB|33.89|0.9431|- |- |12,091,571| +|swin2sr_m 1x bf16 | 0.62| 0.62|0.99x| 1.6024| 2.46 GB|- |- |- |- |11,943,859| ### swin2sr_s (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|swin2sr_s 4x bf16 | 1.03| 1.01|0.98x| 0.9691| 1.45 GB|- |- |- |- | 1,024,824| -|swin2sr_s 3x bf16 | 1.02| 1.01|0.98x| 0.9759| 1.43 GB|- |- |- |- | 1,013,463| -|swin2sr_s 2x bf16 | 1.03| 1.04|1.00x| 0.9667| 1.41 GB|32.85|0.9349|- |- | 1,005,348| -|swin2sr_s 1x bf16 | 1.03| 1.00|0.98x| 0.9726| 1.40 GB|- |- |- |- | 1,000,479| +|swin2sr_s 4x bf16 | 1.02| 0.92|0.90x| 0.9805| 1.45 GB|- |- |- |- | 1,024,824| +|swin2sr_s 3x bf16 | 1.03| 1.03|1.00x| 0.9712| 1.43 GB|- |- |- |- | 1,013,463| +|swin2sr_s 2x bf16 | 1.02| 1.04|1.02x| 0.9810| 1.41 GB|32.85|0.9349|- |- | 1,005,348| +|swin2sr_s 1x bf16 | 1.01| 1.02|1.02x| 0.9923| 1.40 GB|- |- |- |- | 1,000,479| ### swinir_l (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|swinir_l 4x bf16 | 0.47| 0.48|1.02x| 2.1341| 3.56 GB|- |- |- |- |28,013,059| -|swinir_l 3x bf16 | 0.47| 0.47|1.01x| 2.1210| 3.52 GB|- |- |- |- |27,976,131| -|swinir_l 2x bf16 | 0.48| 0.48|1.01x| 2.1009| 3.52 GB|- |- |- |- |27,976,131| -|swinir_l 1x bf16 | 0.47| 0.47|1.00x| 2.1110| 3.52 GB|- |- |- |- |27,976,131| +|swinir_l 4x bf16 | 0.46| 0.47|1.03x| 2.1943| 3.56 GB|- |- |- |- |28,013,059| +|swinir_l 3x bf16 | 0.48| 0.47|0.99x| 2.0966| 3.52 GB|- |- |- |- |27,976,131| +|swinir_l 2x bf16 | 0.47| 0.48|1.01x| 2.1210| 3.52 GB|- |- |- |- |27,976,131| +|swinir_l 1x bf16 | 0.48| 0.48|1.01x| 2.1034| 3.52 GB|- |- |- |- |27,976,131| ### swinir_m (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|swinir_m 4x bf16 | 0.70| 0.69|0.99x| 1.4323| 2.64 GB|27.45|0.8254|- |- |11,900,199| -|swinir_m 3x bf16 | 0.70| 0.71|1.02x| 1.4208| 2.62 GB|29.75|0.8826|- |- |11,937,127| -|swinir_m 2x bf16 | 0.72| 0.72|1.00x| 1.3971| 2.60 GB|33.81|0.9427|- |- |11,752,487| -|swinir_m 1x bf16 | 0.69| 0.71|1.04x| 1.4553| 2.59 GB|- |- |- |- |11,604,775| +|swinir_m 4x bf16 | 0.71| 0.71|0.99x| 1.4006| 2.64 GB|27.45|0.8254|- |- |11,900,199| +|swinir_m 3x bf16 | 0.70| 0.71|1.02x| 1.4296| 2.62 GB|29.75|0.8826|- |- |11,937,127| +|swinir_m 2x bf16 | 0.72| 0.72|1.00x| 1.3932| 2.60 GB|33.81|0.9427|- |- |11,752,487| +|swinir_m 1x bf16 | 0.72| 0.72|1.01x| 1.3950| 2.59 GB|- |- |- |- |11,604,775| ### swinir_s (1, 3, 480, 640) input, 1 warmup + 5 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|swinir_s 4x bf16 | 1.02| 1.08|1.06x| 0.9798| 1.55 GB|26.47|0.7980|- |- | 929,628| -|swinir_s 3x bf16 | 1.09| 1.07|0.99x| 0.9210| 1.53 GB|28.66|0.8624|- |- | 918,267| -|swinir_s 2x bf16 | 1.08| 1.08|1.00x| 0.9236| 1.51 GB|32.76|0.9340|- |- | 910,152| -|swinir_s 1x bf16 | 1.08| 1.07|0.99x| 0.9220| 1.50 GB|- |- |- |- | 905,283| +|swinir_s 4x bf16 | 1.07| 1.08|1.00x| 0.9339| 1.55 GB|26.47|0.7980|- |- | 929,628| +|swinir_s 3x bf16 | 1.07| 1.06|0.99x| 0.9324| 1.53 GB|28.66|0.8624|- |- | 918,267| +|swinir_s 2x bf16 | 1.08| 1.07|1.00x| 0.9297| 1.51 GB|32.76|0.9340|- |- | 910,152| +|swinir_s 1x bf16 | 1.06| 1.07|1.01x| 0.9414| 1.50 GB|- |- |- |- | 905,283| ### tscunet -(1, 3, 480, 640) input, 1 warmup + 5 runs averaged +(1, 3, 480, 640) input, 1 warmup + 0 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| |tscunet 4x fp16 |- |- |- |- |- |-|-|-||- | @@ -1090,7 +1103,7 @@ PSNR and SSIM scores are a rough measure of quality, higher is better. These sco (1, 3, 480, 640) input, 1 warmup + 500 runs averaged |Name|FPS|FPS ({abbr}`CL (channels_last)`)|{abbr}`CL (channels_last)` vs base|sec/img|VRAM ({abbr}`CL (channels_last)`)|PSNR (DF2K)|SSIM (DF2K)|PSNR (DIV2K)|SSIM (DIV2K)|Params| |:-|-:|-:|-:|-:|-:|-:|-:|-:|-:|-:| -|ultracompact 4x fp16 | 264.85| 391.79|1.48x| 0.0038| 0.19 GB|- |- |- |- | 325,488| -|ultracompact 3x fp16 | 275.98| 430.71|1.56x| 0.0036| 0.11 GB|- |- |- |- | 313,371| -|ultracompact 2x fp16 | 282.91| 460.44|1.63x| 0.0035| 0.10 GB|- |- |- |- | 304,716| -|ultracompact 1x fp16 | 283.62| 470.66|1.66x| 0.0035| 0.11 GB|- |- |- |- | 299,523| +|ultracompact 4x fp16 | 266.09| 396.62|1.49x| 0.0038| 0.20 GB|- |- |- |- | 325,488| +|ultracompact 3x fp16 | 281.85| 430.02|1.53x| 0.0035| 0.11 GB|- |- |- |- | 313,371| +|ultracompact 2x fp16 | 286.42| 462.72|1.62x| 0.0035| 0.10 GB|- |- |- |- | 304,716| +|ultracompact 1x fp16 | 292.85| 472.88|1.61x| 0.0034| 0.09 GB|- |- |- |- | 299,523| diff --git a/docs/source/resources/benchmark1x.csv b/docs/source/resources/benchmark1x.csv index d892aa9f..2ff07342 100644 --- a/docs/source/resources/benchmark1x.csv +++ b/docs/source/resources/benchmark1x.csv @@ -1,78 +1,79 @@ name,variant,scale,dtype,avg_time,fps,vram,avg_time_base,avg_time_cl,fps_base,fps_cl,vram_base,vram_cl,cl_vs_base,params,psnr_div2k,ssim_div2k,psnr_df2k,ssim_df2k -atd,,1,bf16,2.685706640625,0.37234148543017587,6.378937244415283,2.848819677734375,2.685706640625,0.3510225683344358,0.37234148543017587,6.3784613609313965,6.378937244415283,1.060733750530332,19965505,-,-,-,- -atd_light,,1,bf16,0.9821353637695313,1.018189586577865,4.433308124542236,0.99533203125,0.9821353637695313,1.0046898608740016,1.018189586577865,4.434284687042236,4.433308124542236,1.0134367094061443,795435,-,-,-,- -dat,,1,bf16,3.47616572265625,0.2876732813635444,3.8866496086120605,3.482718359375,3.47616572265625,0.2871320321691064,0.2876732813635444,3.8855628967285156,3.8866496086120605,1.0018850185064663,14506627,-,-,-,- -dat_s,,1,bf16,1.735264453125,0.576281037855136,2.7920799255371094,1.7460725830078125,1.735264453125,0.5727138778374172,0.576281037855136,2.7909932136535645,2.7920799255371094,1.0062285203061403,10916707,-,-,-,- -dat_2,,1,bf16,3.456100927734375,0.28934340197511066,3.8655471801757812,3.456100927734375,3.462217333984375,0.28934340197511066,0.28883224348287345,3.8655471801757812,3.866633892059326,0.9982333846607597,10916707,-,-,-,- -dat_light,,1,bf16,1.540170068359375,0.6492789468796931,2.660085678100586,1.5541038818359374,1.540170068359375,0.6434576296268253,0.6492789468796931,2.660085678100586,2.660085678100586,1.0090469317400803,583153,-,-,-,- -dctlsa,,1,bf16,0.14193433227539062,7.0455117093145025,2.4434571266174316,0.14193433227539062,0.14405518188476563,7.0455117093145025,6.94178430040741,2.4434571266174316,2.6316685676574707,0.9852775194781155,863008,-,-,-,- -ditn_real,,1,fp16,0.03019019095993042,33.12334133054138,0.7037825584411621,0.03019019095993042,0.04179966851043701,33.12334133054138,23.92363469940698,0.7037825584411621,0.7029585838317871,0.7222591000307143,419767,-,-,-,- -drct,,1,bf16,5.3441560546875,0.18712028424448304,6.225391387939453,5.3441560546875,5.4776158203125,0.18712028424448304,0.18256117858644377,6.225391387939453,6.2259745597839355,0.9756354278936294,13844155,-,-,-,- -drct_l,,1,bf16,10.530758203125,0.09495992412998812,6.363748073577881,10.5923484375,10.530758203125,0.09440777046756776,0.09495992412998812,6.362687587738037,6.363748073577881,1.005848603983398,27285295,-,-,-,- -drct_xl,,1,bf16,12.291222265625,0.08135887370588939,6.410144805908203,12.4646185546875,12.291222265625,0.08022708401485223,0.08135887370588939,6.408202648162842,6.410144805908203,1.0141073267829057,31765675,-,-,-,- -grl_b,,1,bf16,5.91958310546875,0.16893081525895962,13.168532848358154,6.07463154296875,5.91958310546875,0.16461903786699253,0.16893081525895962,13.168532848358154,13.168532848358154,1.0261924589515028,19905875,-,-,-,- -grl_s,,1,bf16,3.121419580078125,0.32036705554815903,9.642338275909424,3.15976357421875,3.121419580078125,0.31647937464664566,0.32036705554815903,9.642414569854736,9.642338275909424,1.012284152500788,3192291,-,-,-,- -grl_t,,1,bf16,3.023028955078125,0.3307940528720992,9.25742483139038,3.023028955078125,3.0608494140625,0.3307940528720992,0.32670669631955335,9.25742483139038,9.25742483139038,0.9876438027919257,880227,-,-,-,- -hat_l,,1,bf16,3.20333896484375,0.3121742690907446,10.356548309326172,3.438436572265625,3.20333896484375,0.2908298521676928,0.3121742690907446,10.356548309326172,10.356548309326172,1.0733914237619067,40551151,-,-,-,- -hat_m,,1,bf16,1.6807908447265625,0.5949580241571841,10.244487762451172,1.7933326416015625,1.6807908447265625,0.5576210329317014,0.5949580241571841,10.244487762451172,10.244487762451172,1.0669576451038494,20477083,-,-,-,- -hat_s,,1,bf16,1.47128515625,0.6796778963969107,9.800058364868164,1.554094140625,1.47128515625,0.6434616628808835,0.6796778963969107,9.799921035766602,9.800058364868164,1.0562834363027647,9325759,-,-,-,- -omnisr,,1,fp16,0.13096960144042968,7.635359572006034,1.156358242034912,0.13096960144042968,0.13206071472167968,7.635359572006034,7.572274632221383,1.156358242034912,1.154405117034912,0.9917377905795107,779411,-,-,-,- -plksr,,1,fp16,0.05509291534423828,18.151154168402197,0.24236774444580078,0.07581585388183594,0.05509291534423828,13.189853425097166,18.151154168402197,0.3147711753845215,0.24236774444580078,1.3761452522182582,7360131,-,-,-,- -plksr_tiny,,1,fp16,0.018356060527801515,54.477920166226916,0.21428775787353516,0.02486540983581543,0.018356060527801515,40.216509866635235,54.477920166226916,0.28669118881225586,0.21428775787353516,1.3546158119360665,2344579,-,-,-,- -esrgan,use_pixel_unshuffle=True,1,fp16,0.017667859268188476,56.599952762841546,0.2584986686706543,0.02128862075805664,0.017667859268188476,46.97345174987684,56.599952762841546,0.33229827880859375,0.2584986686706543,1.2049349292920537,16723907,-,-,-,- -esrgan,use_pixel_unshuffle=False,1,fp16,0.18867724304199218,5.3000562435472895,0.43932151794433594,0.25652130126953127,0.18867724304199218,3.8983117388340514,5.3000562435472895,0.5860123634338379,0.43932151794433594,1.3595773243964544,16624131,-,-,-,- -esrgan_lite,,1,fp16,0.009090905570983887,110.00004259111147,0.11884355545043945,0.011427033615112304,0.009090905570983887,87.51177546878793,110.00004259111147,0.15597057342529297,0.11884355545043945,1.2569741843524158,5034115,-,-,-,- -safmn,,1,fp16,0.02204186979293823,45.36820194448203,0.28449058532714844,0.02204186979293823,0.022845523300170898,45.36820194448203,43.77225187012982,0.28449058532714844,0.24532127380371094,0.9648222762650985,224895,-,-,-,- -safmn_l,,1,fp16,0.20100282897949218,4.975054356583347,1.000910758972168,0.20100282897949218,0.20293282470703125,4.975054356583347,4.927739026171214,1.000910758972168,0.8553342819213867,0.990489484733062,5548931,-,-,-,- -seemore_t,,1,bf16,0.029953192985534668,33.385422398304286,0.24362754821777344,0.029953192985534668,0.04146544337463379,33.385422398304286,24.11646707754109,0.24362754821777344,0.24363040924072266,0.7223651925028816,217179,-,-,-,- -span,,1,fp16,0.010300944478988647,97.07847683673572,0.573850154876709,0.010510001138687134,0.010300944478988647,95.1474682832352,97.07847683673572,0.573859691619873,0.573850154876709,1.020294902096105,2217243,-,-,-,- -srformer,,1,bf16,3.47138798828125,0.2880692113286706,3.595310688018799,3.476718603515625,3.47138798828125,0.28762753447713874,0.2880692113286706,3.5951614379882812,3.595310688018799,1.001535586126463,10248079,-,-,-,- -srformer_light,,1,bf16,0.9619552856445313,1.039549358398689,2.3109145164489746,0.9619552856445313,0.969134619140625,1.039549358398689,1.0318483936594327,2.3109145164489746,2.3098769187927246,0.9925920162645102,6822003,-,-,-,- -swin2sr_m,,1,bf16,1.5694839111328125,0.6371521191817928,2.4566216468811035,1.60877294921875,1.5694839111328125,0.6215917544396918,0.6371521191817928,2.4566216468811035,2.4566216468811035,1.0250330938770693,11943859,-,-,-,- -swin2sr_s,,1,bf16,0.9725832275390625,1.0281896414462242,1.3988661766052246,0.9725832275390625,0.9956355224609374,1.0281896414462242,1.0043836097051608,1.3988661766052246,1.4003615379333496,0.9768466528143792,1000479,-,-,-,- -swinir_l,,1,bf16,2.1110263671875,0.473703225854204,3.51611328125,2.1110263671875,2.117839453125,0.473703225854204,0.47217932337809626,3.51611328125,3.51611328125,0.9967830016919142,27976131,-,-,-,- -swinir_m,,1,bf16,1.4009746337890625,0.7137887980850942,2.5902633666992188,1.4552559326171874,1.4009746337890625,0.6871643520473832,0.7137887980850942,2.5902633666992188,2.5902633666992188,1.038745383049025,11604775,-,-,-,- -swinir_s,,1,bf16,0.922033740234375,1.0845590094629363,1.5020809173583984,0.922033740234375,0.9359242797851562,1.0845590094629363,1.0684625044982832,1.5020809173583984,1.5020809173583984,0.9851584793227397,905283,-,-,-,- -artcnn_r16f96,,1,fp16,0.036178943634033206,27.64038690890104,0.3113412857055664,0.049078105926513675,0.036178943634033206,20.375684454842943,27.64038690890104,0.3664278984069824,0.3113412857055664,1.356537836564867,4074243,-,-,-,- -artcnn_r8f64,,1,fp16,0.006162183610916138,162.28013690285496,0.2021942138671875,0.01026601971244812,0.006162183610916138,97.40873561614579,162.28013690285496,0.23888444900512695,0.2021942138671875,1.6659710843834887,926723,-,-,-,- -artcnn_r8f48,,1,fp16,0.0048757998180389405,205.09455624086772,0.1541609764099121,0.007404126149177551,0.0048757998180389405,135.0598274329888,205.09455624086772,0.18166589736938477,0.1541609764099121,1.5185459669169745,522243,-,-,-,- -dwt,,1,bf16,6.17085966796875,0.16205197554414133,5.525716781616211,6.3586205078125,6.17085966796875,0.15726681577731413,0.16205197554414133,5.5243000984191895,5.525716781616211,1.0304270150265067,11763751,-,-,-,- -dwt_s,,1,bf16,1.390694189453125,0.7190653470647194,2.5973129272460938,1.399089111328125,1.390694189453125,0.7147507559763092,0.7190653470647194,2.5973129272460938,2.5973129272460938,1.006036497411628,11604775,-,-,-,- -eimn_l,,1,fp16,0.13607420349121094,7.34893149725172,0.8596105575561523,0.13607420349121094,0.16144747009277344,7.34893149725172,6.19396512949608,0.8596105575561523,0.8596105575561523,0.8428388714485142,976531,-,-,-,- -eimn_a,,1,fp16,0.11924274597167969,8.38625437422836,0.8588981628417969,0.11924274597167969,0.14111935729980468,8.38625437422836,7.086200073002912,0.8588981628417969,0.8588981628417969,0.8449779552095844,854905,-,-,-,- -elan,,1,bf16,0.4656059753417969,2.147738759722552,1.6063189506530762,0.4656059753417969,0.5194869873046875,2.147738759722552,1.9249760329674706,1.6063189506530762,1.6058001518249512,0.8962803433394021,8239503,-,-,-,- -elan_light,,1,bf16,0.10435946960449219,9.582264108756592,1.0817394256591797,0.10435946960449219,0.1048145736694336,9.582264108756592,9.540657992406867,1.0817394256591797,1.0817394256591797,0.99565800776544,577143,-,-,-,- -emt,,1,bf16,0.2625397644042969,3.808946817138354,2.4750804901123047,0.2625397644042969,0.263084326171875,3.808946817138354,3.8010626271467514,2.4750804901123047,2.4750804901123047,0.9979300866170859,665703,-,-,-,- -flexnet,,1,fp16,0.27438954467773435,3.6444537315533734,1.2756733894348145,0.2889045349121094,0.27438954467773435,3.461350997152815,3.6444537315533734,1.2756733894348145,1.2756733894348145,1.052899210323129,2993251,-,-,-,- -metaflexnet,,1,fp16,0.14983231811523437,6.674127535228489,1.7698407173156738,0.15344677734375,0.14983231811523437,6.516917574357456,6.674127535228489,1.7711377143859863,1.7698407173156738,1.024123361861997,67153539,-,-,-,- -hit_sir,,1,bf16,0.18798414306640626,5.319597619713837,1.2906508445739746,0.18881226196289064,0.18798414306640626,5.296266193752507,5.319597619713837,1.2906508445739746,1.2906508445739746,1.0044052593105783,767195,-,-,-,- -hit_sng,,1,bf16,0.2099416717529297,4.763227765361668,1.2921347618103027,0.2099416717529297,0.21079691772460937,4.763227765361668,4.743902381468529,1.2921347618103027,1.2921347618103027,0.9959427965982073,1007715,-,-,-,- -hit_srf,,1,bf16,0.23132460327148438,4.3229297094109445,1.2910857200622559,0.23570370483398437,0.23132460327148438,4.242614687386184,4.3229297094109445,1.2910857200622559,1.2910857200622559,1.018930548245059,842075,-,-,-,- -lmlt_base,,1,fp16,0.06232832641601563,16.044069486567253,0.5279827117919922,0.06232832641601563,0.06298202285766602,16.044069486567253,15.877546554195542,0.5279827117919922,0.5275249481201172,0.9896209043153839,647463,-,-,-,- -lmlt_large,,1,fp16,0.09171783142089844,10.903005277250202,0.7389764785766602,0.09171783142089844,0.0924907455444336,10.903005277250202,10.811892520853222,0.7389764785766602,0.7389764785766602,0.9916433355684885,1261263,-,-,-,- -lmlt_tiny,,1,fp16,0.03399267272949219,29.418104541464775,0.3462848663330078,0.03399267272949219,0.03411766967773437,29.418104541464775,29.31032539577616,0.3462848663330078,0.3468952178955078,0.9963362987735427,236415,-,-,-,- -man,,1,fp16,0.7896038696289063,1.2664578258335721,1.5058135986328125,0.7896038696289063,1.0790470947265625,1.2664578258335721,0.926743610067739,1.5058135986328125,1.5067672729492188,0.7317603406633489,8639643,-,-,-,- -man_tiny,,1,fp16,0.027847397994995117,35.909997773570275,0.3992629051208496,0.027847397994995117,0.0305420352935791,35.909997773570275,32.741760343988325,0.3992629051208496,0.4002394676208496,0.9117728313557911,130515,-,-,-,- -man_light,,1,fp16,0.1639029541015625,6.101171302747538,0.5001535415649414,0.1639029541015625,0.173320556640625,6.101171302747538,5.7696560603222045,0.5001535415649414,0.5008859634399414,0.9456636724367922,818523,-,-,-,- -moesr2,,1,bf16,0.2510297088623047,3.9835922390704837,0.88592529296875,0.2510297088623047,0.2615686706542969,3.9835922390704837,3.8230878243123136,0.88592529296875,0.88592529296875,0.959708623492142,16521043,-,-,-,- -mosr,,1,fp16,0.0841041030883789,11.890026327837687,0.45891284942626953,0.10448688659667969,0.0841041030883789,9.570578974756984,11.890026327837687,0.4773268699645996,0.45891284942626953,1.2423518325483123,4261635,-,-,-,- -mosr_t,,1,fp16,0.014013139343261719,71.36159682026245,0.33307456970214844,0.0172712833404541,0.014013139343261719,57.899577019718315,71.36159682026245,0.3468656539916992,0.33307456970214844,1.232506358310001,590403,-,-,-,- 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layer_norm=False,1,fp16,0.1531842788696289,6.528085044882926,0.38839244842529297,0.16213417510986328,0.1531842788696289,6.167731135785487,6.528085044882926,0.35190725326538086,0.38839244842529297,1.058425683799128,7363715,-,-,-,- +realplksr,dysample layer_norm=True,1,fp16,0.0898857894897461,11.125229089900545,0.31686830520629883,0.1096418472290039,0.0898857894897461,9.120605181991744,11.125229089900545,0.3885316848754883,0.31686830520629883,1.2197906682625455,7363757,-,-,-,- +realplksr,pixelshuffle layer_norm=True,1,fp16,0.08930162963867187,11.198003933927676,0.3168649673461914,0.10912230682373047,0.08930162963867187,9.164029144062534,11.198003933927676,0.38852834701538086,0.3168649673461914,1.2219520210913968,7363715,-,-,-,- +realplksr_tiny,,1,fp16,0.03292851598358154,30.36881469236601,0.2897462844848633,0.038902421562194825,0.03292851598358154,25.70534069199936,30.36881469236601,0.36043310165405273,0.2897462844848633,1.1814204315065984,2346115,-,-,-,- 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+sebica,,1,fp16,0.0040466754536628725,247.11643210597578,0.09968328475952148,0.005500423357009888,0.0040466754536628725,181.80418762231693,247.11643210597578,0.10884761810302734,0.09968328475952148,1.3592449950566574,40131,-,-,-,- +sebica_mini,,1,fp16,0.0034381478419303895,290.854275608619,0.0675811767578125,0.004662135100364685,0.0034381478419303895,214.49399866635724,290.854275608619,0.05263662338256836,0.0675811767578125,1.3560019274060866,11163,-,-,-,- +spanplus,,1,fp16,0.009946128507614135,100.5416327804796,0.2977180480957031,0.010886520895004272,0.009946128507614135,91.85671066491878,100.5416327804796,0.2976036071777344,0.2977180480957031,1.0945485860825377,2216867,-,-,-,- +spanplus_sts,,1,fp16,0.0063541625623703005,157.37715083369991,0.19980764389038086,0.0063541625623703005,0.0068159416236877445,157.37715083369991,146.71487157763434,0.19980764389038086,0.1997981071472168,0.9322501443215707,680155,-,-,-,- +spanplus_s,,1,fp16,0.007072672060966492,141.38927853292105,0.20088911056518555,0.007288202935218811,0.007072672060966492,137.20803453039105,141.38927853292105,0.20224905014038086,0.20088911056518555,1.0304737548121052,679907,-,-,-,- +spanplus_st,,1,fp16,0.008972226573944092,111.45505430102074,0.2976040840148926,0.010383801202774047,0.008972226573944092,96.30384677750268,111.45505430102074,0.2976040840148926,0.2976040840148926,1.157327126906186,2217243,-,-,-,- +compact,,1,fp16,0.003966541764736176,252.10877870751787,0.090972900390625,0.006455053832054138,0.003966541764736176,154.91737575204363,252.10877870751787,0.165191650390625,0.090972900390625,1.6273757380904519,595459,-,-,-,- +ultracompact,,1,fp16,0.0021147077684402467,472.8785768529965,0.0893096923828125,0.0034146881966590882,0.0021147077684402467,292.8525072884823,472.8785768529965,0.1635284423828125,0.0893096923828125,1.6147328948328745,299523,-,-,-,- +superultracompact,,1,fp16,0.0008670069139003753,1153.3933397385877,0.041622161865234375,0.00102316390311718,0.0008670069139003753,977.360515703683,1153.3933397385877,0.06909799575805664,0.041622161865234375,1.180110431316293,43203,-,-,-,- diff --git a/docs/source/resources/benchmark2x.csv b/docs/source/resources/benchmark2x.csv index 47c3f0cd..eec9900e 100644 --- a/docs/source/resources/benchmark2x.csv +++ b/docs/source/resources/benchmark2x.csv @@ -1,79 +1,80 @@ name,variant,scale,dtype,avg_time,fps,vram,avg_time_base,avg_time_cl,fps_base,fps_cl,vram_base,vram_cl,cl_vs_base,params,psnr_div2k,ssim_div2k,psnr_df2k,ssim_df2k -atd,,2,bf16,2.67720517578125,0.3735238557904642,6.382717609405518,2.83590810546875,2.67720517578125,0.35262073480858047,0.3735238557904642,6.382409572601318,6.382717609405518,1.059279330222118,20113217,-,-,34.73,0.9476 -atd_light,,2,bf16,1.0135574096679687,0.9866239351233099,4.4370903968811035,1.0135574096679687,1.014953173828125,0.9866239351233099,0.9852671293477258,4.4370903968811035,4.4361138343811035,0.9986247994526763,799332,-,-,33.27,0.9375 -dat,,2,bf16,3.63374833984375,0.2751979241476584,3.8977746963500977,3.663687158203125,3.63374833984375,0.2729490692896539,0.2751979241476584,3.8966879844665527,3.8977746963500977,1.008239100663934,14654339,-,-,34.37,0.9458 -dat_s,,2,bf16,1.751634521484375,0.5708953481646258,2.8021183013916016,1.751634521484375,1.7725973876953125,0.5708953481646258,0.5641438980682327,2.8021183013916016,2.8032050132751465,0.9881739269410789,11064419,-,-,34.12,0.9444 -dat_2,,2,bf16,3.638715869140625,0.27482222739094364,3.8777589797973633,3.643536376953125,3.638715869140625,0.27445862934851256,0.27482222739094364,3.8766722679138184,3.8777589797973633,1.0013247826941867,11064419,-,-,34.31,0.9457 -dat_light,,2,bf16,1.6230654296875,0.6161181069530492,2.671210765838623,1.6328931884765625,1.6230654296875,0.6124099280081928,0.6161181069530492,2.671210765838623,2.671210765838623,1.0060550601407083,730865,-,-,32.89,0.9346 -dctlsa,,2,bf16,0.1418650115966797,7.048954416209308,2.44863224029541,0.1418650115966797,0.14408623962402345,7.048954416209308,6.940288001195572,2.44863224029541,2.636843681335449,0.9845840377739068,867472,32.96,0.9362,-,- -ditn_real,,2,fp16,0.03017505718612671,33.13995376485186,0.7089595794677734,0.03017505718612671,0.04179897402191162,33.13995376485186,23.9240321897802,0.7089595794677734,0.7081356048583984,0.7219090394493537,424636,31.96,0.9273,-,- -drct,,2,bf16,5.2793978515625,0.1894155409606113,6.237233638763428,5.33991201171875,5.2793978515625,0.18726900327298301,0.1894155409606113,6.236012935638428,6.237233638763428,1.0114623223817734,13991867,-,-,34.54,0.9474 -drct_l,,2,bf16,10.5193029296875,0.09506333325355688,6.374251842498779,10.5193029296875,10.581500390625,0.09506333325355688,0.09450455635629709,6.374251842498779,6.374892711639404,0.9941220565476134,27433007,-,-,35.17,0.9516 -drct_xl,,2,bf16,12.320657421875,0.08116450005537258,6.419190406799316,12.320657421875,12.3451888671875,0.08116450005537258,0.08100321597006248,6.419190406799316,6.4206976890563965,0.9980128740372938,31913387,-,-,-,- -grl_b,,2,bf16,5.85022333984375,0.17093364507801995,13.180817604064941,5.85022333984375,5.91316240234375,0.17093364507801995,0.16911424580587173,13.180817604064941,13.180817604064941,0.9893561079135837,20053587,-,-,35.06,0.9505 -grl_s,,2,bf16,2.90089404296875,0.34472131183964533,9.655126571655273,2.91000146484375,2.90089404296875,0.3436424387001792,0.34472131183964533,9.654180526733398,9.655126571655273,1.003139522416227,3340003,-,-,34.36,0.9463 -grl_t,,2,bf16,2.822321044921875,0.35431830188109625,9.269416332244873,2.995316748046875,2.822321044921875,0.3338545082592883,0.35431830188109625,9.268928050994873,9.269416332244873,1.0612955437639762,885420,-,-,33.6,0.9411 -hat_l,,2,bf16,3.2147203125,0.3110690519830409,10.367673397064209,3.45170458984375,3.2147203125,0.2897119304306593,0.3110690519830409,10.367673397064209,10.367673397064209,1.0737184744882065,40698863,-,-,35.09,0.9513 -hat_m,,2,bf16,1.6888671142578124,0.5921128971946729,10.255612850189209,1.7955916015625,1.6888671142578124,0.5569195128390071,0.5921128971946729,10.255612850189209,10.255612850189209,1.0631929453795945,20624795,-,-,34.45,0.9466 -hat_s,,2,bf16,1.4677072998046874,0.6813347594122298,9.811046123504639,1.5570304443359375,1.4677072998046874,0.6422481998587336,0.6813347594122298,9.811046123504639,9.811046123504639,1.0608589631891432,9473471,-,-,34.31,0.9459 -omnisr,,2,fp16,0.13045532836914062,7.665459222718505,1.161048412322998,0.13045532836914062,0.13240597534179688,7.665459222718505,7.55252923758591,1.161048412322998,1.161048412322998,0.9852676817068051,784604,33.05,0.9363,33.3,0.9386 -plksr,,2,fp16,0.055320781707763673,18.076389543491587,0.25318431854248047,0.07563783721923828,0.055320781707763673,13.220896270493212,18.076389543491587,0.32558774948120117,0.25318431854248047,1.3672590098021575,7365324,32.99,0.9365,33.36,0.9395 -plksr_tiny,,2,fp16,0.018531783462524414,53.96134711061313,0.22510433197021484,0.025013489486694337,0.018531783462524414,39.978428460848676,53.96134711061313,0.29750776290893555,0.22510433197021484,1.3497615886391854,2349772,32.43,0.9314,32.58,0.9328 -realcugan,,2,fp16,0.01205317352104187,82.96570179249859,0.7763547897338867,0.016356127540588378,0.01205317352104187,61.1391661943489,82.96570179249859,1.0710844993591309,0.7763547897338867,1.3569976000125288,1284598,-,-,-,- -esrgan,use_pixel_unshuffle=True,2,fp16,0.052342950439453126,19.10476944085783,0.7020092010498047,0.05411098175048828,0.052342950439453126,18.480536993601607,19.10476944085783,0.9950470924377441,0.7020092010498047,1.0337778305615442,16703171,-,-,33.08,0.9387 -esrgan,use_pixel_unshuffle=False,2,fp16,0.20111026000976562,4.972396733769036,0.6983404159545898,0.27458461303710935,0.20111026000976562,3.6418646658283533,4.972396733769036,0.9913783073425293,0.6983404159545898,1.3653436330089572,16661059,-,-,33.41,0.9407 -esrgan_lite,,2,fp16,0.019312940788269044,51.778753477430755,0.3446388244628906,0.020382195281982422,0.019312940788269044,49.06242856401175,51.778753477430755,0.49114084243774414,0.3446388244628906,1.05536466483462,5023747,-,-,-,- -safmn,,2,fp16,0.022167408451080322,45.111272353140826,0.28964757919311523,0.022167408451080322,0.02330602489852905,45.111272353140826,42.90735997896898,0.28964757919311523,0.24990034103393555,0.9511449742113425,227820,-,-,31.84,0.9256 -safmn_l,,2,fp16,0.20108641357421875,4.972986400351266,1.0061182975769043,0.20108641357421875,0.20290921020507813,4.972986400351266,4.928312514692216,1.0061182975769043,0.8599696159362793,0.991016688552397,5559308,-,-,33.06,0.9366 -seemore_t,,2,bf16,0.030054112785339357,33.27331627263368,0.25394678115844727,0.030054112785339357,0.041470774711608885,33.27331627263368,24.113366749333252,0.25394678115844727,0.25394678115844727,0.7247058439187135,220104,-,-,32.22,0.9286 -span,,2,fp16,0.009000903179168702,111.09996186986618,0.5789070129394531,0.01014746452331543,0.009000903179168702,98.54678453936344,111.09996186986618,0.5789165496826172,0.5789070129394531,1.127382921616164,2221140,-,-,32.24,0.9294 -srformer,,2,bf16,3.4370615234375,0.290946203081018,3.606564521789551,3.452158837890625,3.4370615234375,0.28967380904496,0.290946203081018,3.606415271759033,3.606564521789551,1.0043925063168568,10395791,-,-,34.09,0.9449 -srformer_light,,2,bf16,0.9725959838867188,1.028176155944803,2.32077693939209,0.9910666015625,0.9725959838867188,1.0090139234067779,1.028176155944803,2.321295738220215,2.32077693939209,1.018991048679811,6836592,-,-,32.91,0.9353 -swin2sr_m,,2,bf16,1.6008556396484375,0.6246659444068355,2.4677467346191406,1.63462275390625,1.6008556396484375,0.6117619478930566,0.6246659444068355,2.4677467346191406,2.4677467346191406,1.02109316631775,12091571,-,-,33.89,0.9431 -swin2sr_s,,2,bf16,0.9621981079101563,1.0392870156146403,1.4091930389404297,0.9667198120117187,0.9621981079101563,1.034425888013018,1.0392870156146403,1.4091930389404297,1.4091930389404297,1.0046993483612054,1005348,-,-,32.85,0.9349 -swinir_l,,2,bf16,2.088645654296875,0.47877915430161444,3.51611328125,2.10090302734375,2.088645654296875,0.47598579610042124,0.47877915430161444,3.51611328125,3.51611328125,1.0058685747013423,27976131,-,-,-,- -swinir_m,,2,bf16,1.3970800537109376,0.7157785964689641,2.601388454437256,1.3970800537109376,1.39737431640625,0.7157785964689641,0.7156278659620621,2.601388454437256,2.601388454437256,0.9997894174153213,11752487,-,-,33.81,0.9427 -swinir_s,,2,bf16,0.9232476684570312,1.0831329817179396,1.5121026039123535,0.9236426391601562,0.9232476684570312,1.0826698092990525,1.0831329817179396,1.5121026039123535,1.5121026039123535,1.000427805795367,910152,-,-,32.76,0.934 -artcnn_r16f96,,2,fp16,0.033609932708740235,29.753109256893897,0.31653404235839844,0.04915527038574219,0.033609932708740235,20.343698491587517,29.753109256893897,0.37162065505981445,0.31653404235839844,1.4625221303391485,4082028,-,-,-,- -artcnn_r8f64,,2,fp16,0.00623211851978302,160.45907933644634,0.20737266540527344,0.010344283504486084,0.00623211851978302,96.67175107549231,160.45907933644634,0.2440629005432129,0.20737266540527344,1.6598342075250259,931916,-,-,-,- -artcnn_r8f48,,2,fp16,0.004897234368324279,204.19688436152524,0.159332275390625,0.0073538095340728755,0.004897234368324279,135.98394075433094,204.19688436152524,0.18683719635009766,0.159332275390625,1.5016249950457607,526140,-,-,-,- -dwt,,2,bf16,6.13135478515625,0.1630960913273128,5.537456512451172,6.353248828125,6.13135478515625,0.15739978506321536,0.1630960913273128,5.536369800567627,5.537456512451172,1.0361900510970181,11911463,-,-,34.14,0.9444 -dwt_s,,2,bf16,1.3846568359375,0.7222006016551653,2.608956813812256,1.3846568359375,1.39528212890625,0.7222006016551653,0.7167009304303866,2.608956813812256,2.608956813812256,0.9923848426432015,11752487,-,-,33.77,0.9419 -eimn_l,,2,fp16,0.13644453125,7.328985565333898,0.8647890090942383,0.13644453125,0.16150702514648438,7.328985565333898,6.191681130235762,0.8647890090942383,0.8647890090942383,0.8448210294644887,981724,-,-,33.23,0.9381 -eimn_a,,2,fp16,0.11937729949951172,8.376801989930174,0.8640766143798828,0.11937729949951172,0.14125105285644532,8.376801989930174,7.07959324746633,0.8640766143798828,0.8640766143798828,0.8451427234375087,860098,-,-,33.15,0.9373 -elan,,2,bf16,0.4649551086425781,2.1507452685474706,1.6115503311157227,0.4649551086425781,0.5189024658203125,2.1507452685474706,1.9271444363231909,1.6115503311157227,1.6115503311157227,0.8960356507605891,8254092,33.34,0.9391,-,- -elan_light,,2,bf16,0.10381631469726563,9.63239740223931,1.087435245513916,0.10381631469726563,0.10464381408691406,9.63239740223931,9.556226602839892,1.087435245513916,1.0880074501037598,0.9920922283188078,582012,32.76,0.934,-,- -emt,,2,bf16,0.27467849731445315,3.6406198875305322,2.480437755584717,0.27467849731445315,0.2755543762207031,3.6406198875305322,3.629047789823733,2.480437755584717,2.480437755584717,0.9968213935911203,795543,-,-,-,- -flexnet,,2,fp16,0.2745095947265625,3.6428599189623756,1.2808809280395508,0.28885758056640626,0.2745095947265625,3.461913646299849,3.6428599189623756,1.2808809280395508,1.2808809280395508,1.0522677025338065,3003628,-,-,-,- -metaflexnet,,2,fp16,0.15042350158691406,6.647897366105417,1.7761240005493164,0.15334944763183594,0.15042350158691406,6.521053811689089,6.647897366105417,1.775956153869629,1.7761240005493164,1.0194513890054027,67163916,-,-,-,- -hit_sir,,2,bf16,0.18821206970214843,5.313155535575012,1.3009777069091797,0.18897060546875,0.18821206970214843,5.291828311178109,5.313155535575012,1.3004741668701172,1.3009777069091797,1.0040302185072507,772064,33.02,0.9365,-,- -hit_sng,,2,bf16,0.21086903991699218,4.742279854802992,1.3019580841064453,0.21086903991699218,0.2110439422607422,4.742279854802992,4.7383496976402775,1.3019580841064453,1.3024616241455078,0.9991712515323755,1012584,33.01,0.936,-,- -hit_srf,,2,bf16,0.2320258819580078,4.309864018450238,1.301412582397461,0.23620087890625,0.2320258819580078,4.233684500373548,4.309864018450238,1.3009090423583984,1.301412582397461,1.0179936691243687,846944,33.13,0.9372,-,- -lmlt_base,,2,fp16,0.06254567642211914,15.988315375327081,0.5328545570373535,0.06254567642211914,0.0629151481628418,15.988315375327081,15.894423349552058,0.5328545570373535,0.5327019691467285,0.9941274597372581,652332,-,-,32.52,0.9316 -lmlt_large,,2,fp16,0.0915521011352539,10.922742215633658,0.7434320449829102,0.0915521011352539,0.09357615966796876,10.922742215633658,10.686482577915637,0.7434320449829102,0.7436609268188477,0.9783699337534613,1268076,-,-,32.75,0.9336 -lmlt_tiny,,2,fp16,0.033644921875,29.722167396175596,0.35345029830932617,0.033644921875,0.03394922866821289,29.722167396175596,29.455750225521708,0.35345029830932617,0.35267210006713867,0.9910364151071914,239340,-,-,32.04,0.9273 -man,,2,fp16,0.7906416625976562,1.264795478541437,1.511044979095459,0.7906416625976562,1.078498046875,1.264795478541437,0.9272154019170902,1.511044979095459,1.5119986534118652,0.7330951269578823,8654232,-,-,33.73,0.9422 -man_tiny,,2,fp16,0.027796044540405275,35.9763418333269,0.4049530029296875,0.027796044540405275,0.030556550598144532,35.9763418333269,32.726206997354026,0.4049530029296875,0.4054107666015625,0.9096591073369753,134412,-,-,-,- -man_light,,2,fp16,0.16390588989257812,6.101062021965089,0.5053305625915527,0.16390588989257812,0.1742043487548828,6.101062021965089,5.740384824761562,0.5053305625915527,0.5060629844665527,0.940882883028395,823392,-,-,-,- -moesr2,,2,bf16,0.2527507781982422,3.9564665522638327,0.8932247161865234,0.2527507781982422,0.2637622619628906,3.9564665522638327,3.791292933864408,0.8932247161865234,0.8920803070068359,0.9582522394117259,16526236,-,-,-,- -mosr,,2,fp16,0.0842127426147461,11.874687475442638,0.46506786346435547,0.10457070159912109,0.0842127426147461,9.56290801063541,11.874687475442638,0.48348188400268555,0.46506786346435547,1.2417444005773326,4266828,-,-,-,- -mosr_t,,2,fp16,0.014037670516967773,71.23689067863992,0.33824586868286133,0.01729306869506836,0.014037670516967773,57.82663665039278,71.23689067863992,0.3520369529724121,0.33824586868286133,1.231904444128795,594300,-,-,-,- -rcan,,2,bf16,0.12054498443603516,8.29565829452349,0.4982728958129883,0.17310043334960937,0.12054498443603516,5.7769930476159415,8.29565829452349,0.5099830627441406,0.4982728958129883,1.4359820457022974,15444643,33.34,0.9384,33.62,0.941 -realplksr,dysample layer_norm=False,2,fp16,0.15682547302246094,6.376515120453534,0.3938155174255371,0.16608396911621093,0.15682547302246094,6.02105070899581,6.376515120453534,0.354400634765625,0.3938155174255371,1.0590369403344566,7369747,-,-,-,- -realplksr,pixelshuffle layer_norm=False,2,fp16,0.15540228576660156,6.4349117843858386,0.39774417877197266,0.16422867431640625,0.15540228576660156,6.089070645929833,6.4349117843858386,0.36125898361206055,0.39774417877197266,1.0567970316927064,7368908,-,-,-,- -realplksr,dysample layer_norm=True,2,fp16,0.09250369415283204,10.810379079000107,0.31935834884643555,0.11215619812011719,0.09250369415283204,8.916136751791628,10.810379079000107,0.391021728515625,0.31935834884643555,1.212451017737906,7369747,-,-,-,- -realplksr,pixelshuffle layer_norm=True,2,fp16,0.09113555297851562,10.972666180406463,0.3269033432006836,0.11093760681152344,0.09113555297851562,9.014075828217045,10.972666180406463,0.39788007736206055,0.3269033432006836,1.217281326396033,7368908,-,-,33.44,0.9412 -realplksr_tiny,,2,fp16,0.03376195907592774,29.619134297008245,0.29812145233154297,0.03997793884277344,0.03376195907592774,25.013795832067107,29.619134297008245,0.3697848320007324,0.29812145233154297,1.184111939501689,2351308,-,-,-,- -rtmosr,,2,fp16,0.003467688377380371,288.3765469016681,0.32372570037841797,0.003467688377380371,0.0038233516235351562,288.3765469016681,261.55062323966365,0.32372570037841797,0.31426429748535156,0.9069760563047741,2842536,-,-,-,- -rtmosr_l,,2,fp16,0.001134039808511734,881.8032598982198,0.12830400466918945,0.0011563180153369903,0.001134039808511734,864.8139929814776,881.8032598982198,0.10698223114013672,0.12830400466918945,1.0196449954031979,2981424,-,-,-,- -rtmosr_ul,,2,fp16,0.0011342604808807374,881.6317035250263,0.10332870483398438,0.0014796869122982025,0.0011342604808807374,675.8186422334654,881.6317035250263,0.11243677139282227,0.10332870483398438,1.3045388931731503,2233450,-,-,-,- -scunet_aaf6aa,,2,fp16,0.06822576599121094,14.65721909415899,1.0335144996643066,0.08313408813476562,0.06822576599121094,12.028760072269472,14.65721909415899,1.419692039489746,1.0335144996643066,1.218514543984383,15170540,-,-,-,- -sebica,,2,fp16,0.004175686214447021,239.48159623206462,0.09785223007202148,0.0055267274971008305,0.004175686214447021,180.93890109917172,239.48159623206462,0.10701656341552734,0.09785223007202148,1.3235495229453502,40284,-,-,-,- -sebica_mini,,2,fp16,0.003638375105857849,274.84796671733545,0.0771021842956543,0.004801629561424255,0.003638375105857849,208.2626298442275,274.84796671733545,0.0771021842956543,0.0771021842956543,1.3197181218873077,11244,-,-,-,- -spanplus,,2,fp16,0.01164241893196106,85.89280336363562,0.5836277008056641,0.012661229118347168,0.01164241893196106,78.98127351245206,85.89280336363562,0.47376441955566406,0.5836277008056641,1.087508463004131,2219195,-,-,-,- -spanplus_sts,,2,fp16,0.005864033217430115,170.53109403057667,0.2124776840209961,0.006052411583900452,0.005864033217430115,165.22339668042767,170.53109403057667,0.21248722076416016,0.2124776840209961,1.0321243689258794,682756,-,-,-,- -spanplus_s,,2,fp16,0.00810841753578186,123.32862677422227,0.34848928451538086,0.00810841753578186,0.008207333577156067,123.32862677422227,121.8422512743184,0.34848928451538086,0.42173147201538086,0.9879478468318229,681467,-,-,-,- -spanplus_st,,2,fp16,0.008676769147872925,115.2502714959457,0.3102908134460449,0.009831351747512818,0.008676769147872925,101.7154126596055,115.2502714959457,0.310300350189209,0.3102908134460449,1.1330659580729925,2221140,-,-,-,- -compact,,2,fp16,0.00402865874671936,248.22157022218016,0.10415506362915039,0.006641872197151184,0.00402865874671936,150.55995814386756,248.22157022218016,0.17746639251708984,0.10415506362915039,1.6486559459919088,600652,-,-,-,- -ultracompact,,2,fp16,0.0021718412733078003,460.43880475526663,0.10249185562133789,0.003534713984489441,0.0021718412733078003,282.90832140537145,460.43880475526663,0.17580318450927734,0.10249185562133789,1.6275194821700445,304716,-,-,-,- 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+man_light,,2,fp16,0.16105911712646484,6.208900295999961,0.5053305625915527,0.16105911712646484,0.17099360198974609,6.208900295999961,5.848172027278346,0.5053305625915527,0.5060629844665527,0.9419014235171385,823392,-,-,-,- +moesr2,,2,bf16,0.24671941375732423,4.053187322273756,0.8932247161865234,0.24671941375732423,0.25653226318359373,4.053187322273756,3.8981451595596184,0.8932247161865234,0.8920803070068359,0.9617480885075002,16526236,-,-,-,- +mosr,,2,fp16,0.08280300827026367,12.07685591248164,0.46506786346435547,0.10295748901367187,0.08280300827026367,9.712746586770473,12.07685591248164,0.48348188400268555,0.46506786346435547,1.2434027599290267,4266828,-,-,-,- +mosr_t,,2,fp16,0.013914077041625977,71.86966099212727,0.33824586868286133,0.01697955666732788,0.013914077041625977,58.894352755640746,71.86966099212727,0.3520369529724121,0.33824586868286133,1.220314981477469,594300,-,-,-,- 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layer_norm=True,2,fp16,0.0905678337097168,11.041447708743336,0.31935834884643555,0.1099501220703125,0.0905678337097168,9.09503310383326,11.041447708743336,0.391021728515625,0.31935834884643555,1.2140085234093019,7369747,-,-,-,- +realplksr,pixelshuffle layer_norm=True,2,fp16,0.08938943328857422,11.187004584442535,0.3269033432006836,0.10886310958862305,0.08938943328857422,9.18584820678783,11.187004584442535,0.39788007736206055,0.3269033432006836,1.2178521060445961,7368908,-,-,33.44,0.9412 +realplksr_tiny,,2,fp16,0.03298095742797852,30.32052669131056,0.29812145233154297,0.03941997583007813,0.03298095742797852,25.367849141018056,30.32052669131056,0.3697848320007324,0.29812145233154297,1.1952344293267012,2351308,-,-,-,- +rtmosr,,2,fp16,0.003496011203289032,286.04027328608225,0.31356239318847656,0.003496011203289032,0.0038081739501953124,286.04027328608225,262.5930467143478,0.31356239318847656,0.31524085998535156,0.91802823321916,2842536,-,-,-,- 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+sebica_mini,,2,fp16,0.0038150419244766236,262.1203173637961,0.0780482292175293,0.0047346965007781985,0.0038150419244766236,211.20677953394463,262.1203173637961,0.0780482292175293,0.0780482292175293,1.2410601494052362,11244,-,-,-,- +spanplus,,2,fp16,0.011589486846923827,86.2850972789557,0.5845737457275391,0.012675226678848267,0.011589486846923827,78.89405257491339,86.2850972789557,0.47471046447753906,0.5845737457275391,1.0936831670172373,2219195,-,-,-,- +spanplus_sts,,2,fp16,0.005674274043083191,176.23399793652493,0.2134237289428711,0.006100565578460693,0.005674274043083191,163.91922800251612,176.23399793652493,0.21343326568603516,0.2134237289428711,1.0751270615660768,682756,-,-,-,- +spanplus_s,,2,fp16,0.007956998914718627,125.67552298520852,0.42267751693725586,0.007964168388366699,0.007956998914718627,125.56238783960232,125.67552298520852,0.34943532943725586,0.42267751693725586,1.00090102735025,681467,-,-,-,- +spanplus_st,,2,fp16,0.008582924924850464,116.51039811669126,0.3112368583679199,0.010264749521255494,0.008582924924850464,97.42078926809398,116.51039811669126,0.3112368583679199,0.3112368583679199,1.1959500532895935,2221140,-,-,-,- +compact,,2,fp16,0.0040173358163833614,248.92118700205103,0.10510110855102539,0.006585356803894043,0.0040173358163833614,151.85206053052153,248.92118700205103,0.17841243743896484,0.10510110855102539,1.6392348324573383,600652,-,-,-,- +ultracompact,,2,fp16,0.0021611300511360167,462.72088043676104,0.10343790054321289,0.0034913633909225464,0.0021611300511360167,286.421059062478,462.72088043676104,0.17674922943115234,0.10343790054321289,1.615526742172356,304716,-,-,-,- +superultracompact,,2,fp16,0.0009184866554737091,1088.7474456384457,0.06554412841796875,0.001059056382894516,0.0009184866554737091,944.2367905539566,1088.7474456384457,0.08272027969360352,0.06554412841796875,1.153044931663496,45156,-,-,-,- diff --git a/docs/source/resources/benchmark2x_all.png b/docs/source/resources/benchmark2x_all.png index 879bf6c7..378869cd 100644 Binary files a/docs/source/resources/benchmark2x_all.png and b/docs/source/resources/benchmark2x_all.png differ diff --git a/docs/source/resources/benchmark2x_large.png b/docs/source/resources/benchmark2x_large.png index ad2b25b3..5b16bdc1 100644 Binary files a/docs/source/resources/benchmark2x_large.png and b/docs/source/resources/benchmark2x_large.png differ diff --git a/docs/source/resources/benchmark2x_medium.png b/docs/source/resources/benchmark2x_medium.png index 784ed9ca..99010023 100644 Binary files a/docs/source/resources/benchmark2x_medium.png and b/docs/source/resources/benchmark2x_medium.png differ diff --git a/docs/source/resources/benchmark2x_small.png b/docs/source/resources/benchmark2x_small.png index 991d82d1..780a5779 100644 Binary files a/docs/source/resources/benchmark2x_small.png and b/docs/source/resources/benchmark2x_small.png differ diff --git a/docs/source/resources/benchmark3x.csv b/docs/source/resources/benchmark3x.csv index fb604f92..9667ac65 100644 --- a/docs/source/resources/benchmark3x.csv +++ b/docs/source/resources/benchmark3x.csv @@ -1,77 +1,78 @@ name,variant,scale,dtype,avg_time,fps,vram,avg_time_base,avg_time_cl,fps_base,fps_cl,vram_base,vram_cl,cl_vs_base,params,psnr_div2k,ssim_div2k,psnr_df2k,ssim_df2k -atd,,3,bf16,2.779186328125,0.35981754439424646,6.4012932777404785,2.926359619140625,2.779186328125,0.3417215004810881,0.35981754439424646,6.3999104499816895,6.4012932777404785,1.0529555321736621,20297857,-,-,30.52,0.8924 -atd_light,,3,bf16,1.048011767578125,0.9541877590849227,4.4533162117004395,1.05754990234375,1.048011767578125,0.9455818565003812,0.9541877590849227,4.4533162117004395,4.4533162117004395,1.0091011714378617,805827,-,-,29.17,0.8709 -dat,,3,bf16,3.684184375,0.27143049810041064,3.916839599609375,3.68751943359375,3.684184375,0.27118501149848284,0.27143049810041064,3.9156036376953125,3.916839599609375,1.0009052366152957,14838979,-,-,30.18,0.8886 -dat_s,,3,bf16,1.72869150390625,0.5784722130815955,2.821829319000244,1.741407861328125,1.72869150390625,0.5742480105937542,0.5784722130815955,2.820962905883789,2.821829319000244,1.0073560594201687,11249059,-,-,29.98,0.8846 -dat_2,,3,bf16,3.643920361328125,0.2744297077984227,3.8968238830566406,3.661202978515625,3.643920361328125,0.27313426921919354,0.2744297077984227,3.895587921142578,3.8968238830566406,1.0047428635847577,11249059,-,-,30.13,0.8878 -dat_light,,3,bf16,1.647923291015625,0.6068243621847799,2.690126419067383,1.647923291015625,1.652828271484375,0.6068243621847799,0.6050235328452593,2.690126419067383,2.690126419067383,0.9970323713882598,915505,-,-,28.89,0.8666 -dctlsa,,3,bf16,0.142177099609375,7.033481501222445,2.458508014678955,0.142177099609375,0.14409488830566405,7.033481501222445,6.9398714399828725,2.458508014678955,2.6460938453674316,0.9866907929987017,874912,28.78,0.865,-,- -ditn_real,,3,fp16,0.03015728798675537,33.15948040285271,0.7192354202270508,0.03015728798675537,0.041801093544006344,33.15948040285271,23.922819123074955,0.7192354202270508,0.7184114456176758,0.7214473457496299,432751,28.06,0.8512,-,- -drct,,3,bf16,5.302511328125,0.1885898847015959,6.25469970703125,5.302511328125,5.39303798828125,0.1885898847015959,0.18542424551300035,6.25469970703125,6.255786418914795,0.9832141623417157,14176507,-,-,30.34,0.891 -drct_l,,3,bf16,10.5629384765625,0.09467062619164571,6.3937811851501465,10.6044583984375,10.5629384765625,0.09429995973649571,0.09467062619164571,6.392786026000977,6.3937811851501465,1.0039307170033345,27617647,-,-,31.14,0.9004 -drct_xl,,3,bf16,12.4378876953125,0.08039950387853016,6.438235759735107,12.4378876953125,12.52345390625,0.08039950387853016,0.07985017611642556,6.438235759735107,6.439296245574951,0.9931675229870256,32098027,-,-,-,- -grl_b,,3,bf16,5.87809599609375,0.17012311480869716,13.198207378387451,5.87809599609375,5.9357591796875,0.17012311480869716,0.1684704466148249,13.198207378387451,13.197902202606201,0.990285457706728,20238227,-,-,-,- -grl_s,,3,bf16,2.895640966796875,0.3453466819493815,9.674377918243408,2.91505712890625,2.895640966796875,0.3430464501308786,0.3453466819493815,9.673523426055908,9.674377918243408,1.006705307160664,3524643,-,-,-,- -grl_t,,3,bf16,2.786702587890625,0.3588470489622443,9.28704309463501,2.849528369140625,2.786702587890625,0.35093526733393604,0.3588470489622443,9.28704309463501,9.28704309463501,1.02254484620031,894075,-,-,-,- -hat_l,,3,bf16,3.204973486328125,0.3120150616739361,10.385871887207031,3.443730908203125,3.204973486328125,0.29038273507896745,0.3120150616739361,10.385871887207031,10.385871887207031,1.074495911711438,40883503,-,-,30.92,0.8981 -hat_m,,3,bf16,1.6935223388671874,0.5904852726471321,10.273811340332031,1.8074099365234375,1.6935223388671874,0.5532779143194848,0.5904852726471321,10.273811340332031,10.273811340332031,1.0672489491531778,20809435,-,-,30.23,0.8896 -hat_s,,3,bf16,1.47500029296875,0.6779659670353614,9.830770492553711,1.561895654296875,1.47500029296875,0.6402476357808768,0.6779659670353614,9.830205917358398,9.830770492553711,1.0589120976737094,9658111,-,-,30.15,0.8879 -omnisr,,3,fp16,0.13055150756835937,7.659811967137799,1.169680118560791,0.13055150756835937,0.13241819763183593,7.659811967137799,7.551832133981413,1.169680118560791,1.169680118560791,0.9859030699944539,793259,28.84,0.8656,29.12,0.8712 -plksr,,3,fp16,0.05536926727294922,18.06056047428593,0.2694225311279297,0.07603907775878906,0.05536926727294922,13.151132673810132,18.06056047428593,0.3428025245666504,0.2694225311279297,1.3733083622715399,7373979,28.86,0.8666,29.1,0.8713 -plksr_tiny,,3,fp16,0.01859721047592163,53.77150521013515,0.24231910705566406,0.02493776473236084,0.01859721047592163,40.09982493348075,53.77150521013515,0.31472253799438477,0.24231910705566406,1.3409411462352656,2358427,28.35,0.8571,28.51,0.8599 -realcugan,,3,fp16,0.027444644561767578,36.43698127514007,1.7125654220581055,0.03784474948883056,0.027444644561767578,26.4237447336027,36.43698127514007,2.3755722045898438,1.7125654220581055,1.3789484284868858,1286326,-,-,-,- -esrgan,use_pixel_unshuffle=True,3,fp16,0.20606008605957032,4.852953423065678,1.441298484802246,0.28555438232421876,0.20606008605957032,3.501959913417119,4.852953423065678,2.100966453552246,1.441298484802246,1.3857821171717226,16661059,-,-,-,- -esrgan,use_pixel_unshuffle=False,3,fp16,0.20674443969726564,4.836889453783098,1.440810203552246,0.28339598388671877,0.20674443969726564,3.5286315151160634,4.836889453783098,2.100966453552246,1.440810203552246,1.370755045706155,16661059,-,-,-,- -esrgan_lite,,3,fp16,0.0765695053100586,13.060029524164033,0.7149562835693359,0.09783619689941406,0.0765695053100586,10.221165904763302,13.060029524164033,0.7308945655822754,0.7149562835693359,1.2777436200382732,5011907,-,-,-,- -safmn,,3,fp16,0.022320155632019043,44.80255498601744,0.2990989685058594,0.022320155632019043,0.02325807869720459,44.80255498601744,42.9958128966255,0.2990989685058594,0.2594108581542969,0.9596732353778527,232695,-,-,27.95,0.8474 -safmn_l,,3,fp16,0.20089854736328125,4.977636787944105,1.0147981643676758,0.20089854736328125,0.20312611389160157,4.977636787944105,4.923049926183547,1.0147981643676758,0.8686494827270508,0.9890335787671838,5576603,-,-,28.99,0.8679 -seemore_t,,3,bf16,0.029974112201690675,33.36212239652574,0.2720222473144531,0.029974112201690675,0.04157914930725098,33.36212239652574,24.050516103887922,0.2720222473144531,0.2720222473144531,0.7208928682065051,224979,-,-,28.27,0.8538 -span,,3,fp16,0.00956322583770752,104.56722626553785,0.5875797271728516,0.010241110137939453,0.00956322583770752,97.6456640472381,104.56722626553785,0.5875892639160156,0.5875797271728516,1.0708844810042084,2227635,-,-,-,- -srformer,,3,bf16,3.4500734375,0.2898489026728145,3.624110221862793,3.4557330078125,3.4500734375,0.28937420736476577,0.2898489026728145,3.624526023864746,3.624110221862793,1.0016404202446776,10580431,-,-,30.04,0.8865 -srformer_light,,3,bf16,0.959843896484375,1.0418360773691482,2.3380789756774902,0.9649744140625,0.959843896484375,1.036296906350132,1.0418360773691482,2.3380789756774902,2.3380789756774902,1.0053451583084672,6860907,-,-,28.81,0.8655 -swin2sr_m,,3,bf16,1.5815445556640626,0.6322932834352667,2.484907627105713,1.5815445556640626,1.5830674560546876,0.6322932834352667,0.6316850214912476,2.484907627105713,2.484907627105713,0.999038006634019,12276211,-,-,-,- -swin2sr_s,,3,bf16,0.9759034912109374,1.024691487433007,1.4264039993286133,0.9759034912109374,0.9930682373046875,1.024691487433007,1.0069801474208118,1.4264039993286133,1.4278993606567383,0.9827154414480747,1013463,-,-,-,- -swinir_l,,3,bf16,2.10856962890625,0.47425514732407326,3.517578125,2.120987890625,2.10856962890625,0.4714784108009811,0.47425514732407326,3.517578125,3.517578125,1.0058894245409347,27976131,-,-,-,- -swinir_m,,3,bf16,1.3995496337890625,0.7145155669060881,2.6199159622192383,1.4208236083984376,1.3995496337890625,0.7038171340122981,0.7145155669060881,2.6199159622192383,2.6199159622192383,1.0152005860283633,11937127,-,-,29.75,0.8826 -swinir_s,,3,bf16,0.9210186645507813,1.085754326691893,1.528794765472412,0.9210186645507813,0.933082080078125,1.085754326691893,1.0717170775761464,1.528794765472412,1.528794765472412,0.9870714315654485,918267,-,-,28.66,0.8624 -artcnn_r16f96,,3,fp16,0.03590402603149414,27.852029717303132,0.32519006729125977,0.04936737976074219,0.03590402603149414,20.256290790527586,27.852029717303132,0.3802766799926758,0.32519006729125977,1.3749817281615806,4095003,-,-,-,- -artcnn_r8f64,,3,fp16,0.006290904891967773,158.95964367173949,0.2160043716430664,0.010339235582351685,0.006290904891967773,96.71894909783529,158.95964367173949,0.25269460678100586,0.2160043716430664,1.6435212040087936,940571,-,-,-,- -artcnn_r8f48,,3,fp16,0.004991154878616333,200.35443185390068,0.1679515838623047,0.007458908544540405,0.004991154878616333,134.06787253504487,200.35443185390068,0.19545650482177734,0.1679515838623047,1.494425383691598,532635,-,-,-,- -dwt,,3,bf16,6.189819140625,0.16155560886049214,5.554269790649414,6.4192509765625,6.189819140625,0.15578141494251072,0.16155560886049214,5.554269790649414,5.554269790649414,1.0370659999468634,12096103,-,-,30.07,0.886 -dwt_s,,3,bf16,1.3935388427734374,0.717597507371799,2.626636505126953,1.441325146484375,1.3935388427734374,0.6938059760069833,0.717597507371799,2.626636505126953,2.626636505126953,1.0342913324294805,11937127,-,-,29.73,0.8806 -eimn_l,,3,fp16,0.13667074584960937,7.3168547795911385,0.8734207153320312,0.13667074584960937,0.16158728942871095,7.3168547795911385,6.188605573714879,0.8734207153320312,0.8734207153320312,0.8458013395286622,990379,-,-,29.05,0.8698 -eimn_a,,3,fp16,0.11965553894042968,8.35732310309386,0.8727083206176758,0.11965553894042968,0.14132816467285156,8.35732310309386,7.075730462606757,0.8727083206176758,0.8727083206176758,0.8466503419004274,868753,-,-,28.87,0.866 -elan,,3,bf16,0.4645951171875,2.1524117731879278,1.6197504997253418,0.4645951171875,0.5194697265625,2.1524117731879278,1.9250399953377937,1.6197504997253418,1.6197504997253418,0.8943641822245867,8278407,29.32,0.8745,-,- -elan_light,,3,bf16,0.1041817153930664,9.598613309707059,1.0963683128356934,0.1041817153930664,0.1046350082397461,9.598613309707059,9.557030833396976,1.0963683128356934,1.0963683128356934,0.995667866287724,590127,28.69,0.8624,-,- -emt,,3,bf16,0.27887684326171874,3.585812247098357,2.490752696990967,0.27887684326171874,0.28129109497070315,3.585812247098357,3.555036109849661,2.490752696990967,2.490752696990967,0.9914172479962942,957843,-,-,29.16,0.8716 -flexnet,,3,fp16,0.27456583251953126,3.6421137722184165,1.2895607948303223,0.2888531433105469,0.27456583251953126,3.4619668269453343,3.6421137722184165,1.2895607948303223,1.2895607948303223,1.0520360113999228,3020923,-,-,-,- -metaflexnet,,3,fp16,0.14988567504882813,6.671751651211704,1.7862305641174316,0.1530936767578125,0.14988567504882813,6.531948419933478,6.671751651211704,1.7832551002502441,1.7862305641174316,1.0214029906990063,67181211,-,-,-,- -hit_sir,,3,bf16,0.18831831359863282,5.3101580026429245,1.3190126419067383,0.18865282592773439,0.18831831359863282,5.300742223618009,5.3101580026429245,1.3185091018676758,1.3190126419067383,1.0017763133213613,780179,28.93,0.8673,-,- -hit_sng,,3,bf16,0.2101152313232422,4.759293239725185,1.319993019104004,0.2101152313232422,0.21112332153320312,4.759293239725185,4.736568147648867,1.319993019104004,1.3204965591430664,0.9952251120215424,1020699,28.91,0.8671,-,- -hit_srf,,3,bf16,0.23122275390625,4.324833880343165,1.3194475173950195,0.23521668395996093,0.23122275390625,4.251399106409569,4.324833880343165,1.318943977355957,1.3194475173950195,1.0172730840120099,855059,28.99,0.8687,-,- -lmlt_base,,3,fp16,0.06261063690185546,15.971727001715983,0.5417494773864746,0.06261063690185546,0.06288785858154297,15.971727001715983,15.901320581672518,0.5417494773864746,0.5417494773864746,0.9955918091990991,660447,-,-,28.48,0.8581 -lmlt_large,,3,fp16,0.09095557708740235,10.99437804719842,0.7512240409851074,0.09095557708740235,0.09271005401611328,10.99437804719842,10.786316658020683,0.7512240409851074,0.7514529228210449,0.9810756562777322,1279431,-,-,28.72,0.8628 -lmlt_tiny,,3,fp16,0.034264415740966794,29.184796482736825,0.36151123046875,0.034264415740966794,0.03439985275268555,29.184796482736825,29.06989187393924,0.36151123046875,0.3606719970703125,0.9960628607136064,244215,-,-,28.1,0.8503 -man,,3,fp16,0.7906629272460938,1.2647614622365493,1.5197639465332031,0.7906629272460938,1.0787252197265624,1.2647614622365493,0.9270201360949752,1.5197639465332031,1.5207176208496094,0.7329604544209254,8678547,-,-,29.52,0.8782 -man_tiny,,3,fp16,0.02805488624572754,35.64441471054937,0.4130535125732422,0.02805488624572754,0.03067660140991211,35.64441471054937,32.598135192279926,0.4130535125732422,0.4140300750732422,0.914536974642261,140907,-,-,-,- -man_light,,3,fp16,0.16380919799804688,6.104663304754859,0.5142636299133301,0.16380919799804688,0.1739646728515625,6.104663304754859,5.748293510448884,0.5142636299133301,0.5149960517883301,0.9416233498040093,831507,-,-,-,- -moesr2,,3,bf16,0.25317197265625,3.9498843000199417,0.9018564224243164,0.25317197265625,0.2634116455078125,3.9498843000199417,3.7963393686416995,0.9018564224243164,0.9001169204711914,0.9611267268316018,16534891,-,-,-,- -mosr,,3,fp16,0.08415346984863281,11.883051308504617,0.47272300720214844,0.1045841079711914,0.08415346984863281,9.561682165663818,11.883051308504617,0.4921135902404785,0.47272300720214844,1.2427783210758543,4275483,-,-,-,- -mosr_t,,3,fp16,0.014158176040649414,70.63056689851213,0.346865177154541,0.017258016204833984,0.014158176040649414,57.944087439198206,70.63056689851213,0.3606562614440918,0.346865177154541,1.218943468091133,600795,-,-,-,- -rcan,,3,bf16,0.12425682525634765,8.047847656955287,0.9055705070495605,0.17761759033203126,0.12425682525634765,5.630073001951213,8.047847656955287,0.9053783416748047,0.9055705070495605,1.429439308187682,15629283,29.09,0.8702,-,- -realplksr,dysample layer_norm=False,3,fp16,0.15967600708007812,6.262681653221052,0.7950897216796875,0.16804271850585936,0.15967600708007812,5.950867784640914,6.262681653221052,0.6567459106445312,0.7950897216796875,1.0523980501440353,7380617,-,-,-,- -realplksr,pixelshuffle layer_norm=False,3,fp16,0.15553202209472655,6.429544132017724,0.4149589538574219,0.164302734375,0.15553202209472655,6.086325975060328,6.429544132017724,0.37749719619750977,0.4149589538574219,1.056391681675248,7377563,-,-,-,- -realplksr,dysample layer_norm=True,3,fp16,0.09511175231933594,10.513947809966938,0.7950897216796875,0.11403111114501953,0.09511175231933594,8.769536576103743,10.513947809966938,0.6567459106445312,0.7950897216796875,1.1989171512912746,7380617,-,-,-,- -realplksr,pixelshuffle layer_norm=True,3,fp16,0.09082403106689453,11.010301879944869,0.3424549102783203,0.11050140838623047,0.09082403106689453,9.049658412540284,11.010301879944869,0.41411828994750977,0.3424549102783203,1.216653864491469,7377563,-,-,-,- -realplksr_tiny,,3,fp16,0.03390136260986328,29.497339428742002,0.3160381317138672,0.040028057861328126,0.03390136260986328,24.982476128728674,29.497339428742002,0.38770151138305664,0.3160381317138672,1.1807212094089203,2359963,-,-,-,- -rtmosr,,3,fp16,0.0036320936994552614,275.32329360059714,0.341306209564209,0.0036320936994552614,0.003984274813652038,275.32329360059714,250.98670316955042,0.341306209564209,0.3325772285461426,0.911607223229172,2886066,-,-,-,- -scunet_aaf6aa,,3,fp16,0.06980455017089844,14.325713689892105,1.0250682830810547,0.08413277282714844,0.06980455017089844,11.885974589884363,14.325713689892105,1.4112915992736816,1.0250682830810547,1.205262015458463,15170540,-,-,-,- -sebica,,3,fp16,0.004279575302600861,233.6680463111052,0.1389756202697754,0.00555292371559143,0.004279575302600861,180.08531202980737,233.6680463111052,0.1389756202697754,0.1389756202697754,1.2975408359368525,40539,-,-,-,- -sebica_mini,,3,fp16,0.0035909353609085083,278.47897539069027,0.1300196647644043,0.004784875842094421,0.0035909353609085083,208.99183866018205,278.47897539069027,0.1303706169128418,0.1300196647644043,1.3324873218781206,11379,-,-,-,- -spanplus,,3,fp16,0.01446322451210022,69.14087513219339,0.9877095222473145,0.01446322451210022,0.01483837964439392,69.14087513219339,67.3928032551593,0.9877095222473145,1.236107349395752,0.9747172439791675,2223075,-,-,-,- -spanplus_sts,,3,fp16,0.0057729162340164186,173.22267628059194,0.21356964111328125,0.005969180988311768,0.0057729162340164186,167.52717030327887,173.22267628059194,0.2135791778564453,0.21356964111328125,1.0339975059985933,687091,-,-,-,- -spanplus_s,,3,fp16,0.010227426828384399,97.77630451724949,0.723876953125,0.010227426828384399,0.010798155265808105,97.77630451724949,92.60841091685883,0.723876953125,0.888671875,0.9471457463451286,684067,-,-,-,- -spanplus_st,,3,fp16,0.009496184089660645,105.3054564400021,0.31139469146728516,0.010898022777557373,0.009496184089660645,91.75976417110545,105.3054564400021,0.3114042282104492,0.31139469146728516,1.1476212628842186,2227635,-,-,-,- -compact,,3,fp16,0.004168534016609192,239.89248882594686,0.11173343658447266,0.006721580798149109,0.004168534016609192,148.77452641428715,239.89248882594686,0.17760610580444336,0.11173343658447266,1.6124567465126842,609307,-,-,-,- -ultracompact,,3,fp16,0.0023217698526382447,430.7059112098008,0.11007022857666016,0.0036234092206954955,0.0023217698526382447,275.9831802293794,430.7059112098008,0.17594289779663086,0.11007022857666016,1.5606237700856473,313371,-,-,-,- -superultracompact,,3,fp16,0.0010836947832107543,922.7690448386355,0.10859870910644531,0.0011599473299980163,0.0010836947832107543,862.1081096860753,922.7690448386355,0.08629369735717773,0.10859870910644531,1.070363489765395,48411,-,-,-,- +atd,,3,bf16,2.673046826171875,0.3741049315743265,6.4012932777404785,2.835039794921875,2.673046826171875,0.3527287348104251,0.3741049315743265,6.399372100830078,6.4012932777404785,1.0606023684897408,20297857,-,-,30.52,0.8924 +atd_light,,3,bf16,0.993368310546875,1.0066759623623125,4.4533162117004395,0.9975545043945313,0.993368310546875,1.0024514907152398,1.0066759623623125,4.453842639923096,4.4533162117004395,1.0042141407202243,805827,-,-,29.17,0.8709 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+compact,,3,fp16,0.004184364284038544,238.9849286818902,0.11173343658447266,0.006592808067321777,0.004184364284038544,151.68043567909206,238.9849286818902,0.17760610580444336,0.11173343658447266,1.5755817657822853,609307,-,-,-,- +ultracompact,,3,fp16,0.002325470468044281,430.0205114369822,0.11007022857666016,0.003547940218448639,0.002325470468044281,281.8536780299125,430.0205114369822,0.17594289779663086,0.11007022857666016,1.525687067285122,313371,-,-,-,- +superultracompact,,3,fp16,0.0010711018896102905,933.6179962896339,0.10859870910644531,0.0011238142020702363,0.0010711018896102905,889.8268042509592,933.6179962896339,0.08629369735717773,0.10859870910644531,1.0492131635386477,48411,-,-,-,- diff --git a/docs/source/resources/benchmark3x_all.png b/docs/source/resources/benchmark3x_all.png index d540b569..afdfb1bb 100644 Binary files a/docs/source/resources/benchmark3x_all.png and b/docs/source/resources/benchmark3x_all.png differ diff --git a/docs/source/resources/benchmark3x_large.png b/docs/source/resources/benchmark3x_large.png index 78ef91f4..a181e070 100644 Binary files a/docs/source/resources/benchmark3x_large.png and b/docs/source/resources/benchmark3x_large.png differ diff --git a/docs/source/resources/benchmark3x_medium.png b/docs/source/resources/benchmark3x_medium.png index 18258134..d538e8c1 100644 Binary files a/docs/source/resources/benchmark3x_medium.png and b/docs/source/resources/benchmark3x_medium.png differ diff --git a/docs/source/resources/benchmark3x_small.png b/docs/source/resources/benchmark3x_small.png index 297537aa..3089af9d 100644 Binary files a/docs/source/resources/benchmark3x_small.png and b/docs/source/resources/benchmark3x_small.png differ diff --git a/docs/source/resources/benchmark4x.csv b/docs/source/resources/benchmark4x.csv index 9a2dbd2a..d86c755c 100644 --- a/docs/source/resources/benchmark4x.csv +++ b/docs/source/resources/benchmark4x.csv @@ -1,80 +1,81 @@ name,variant,scale,dtype,avg_time,fps,vram,avg_time_base,avg_time_cl,fps_base,fps_cl,vram_base,vram_cl,cl_vs_base,params,psnr_div2k,ssim_div2k,psnr_df2k,ssim_df2k -atd,,4,bf16,2.727192724609375,0.3666774228958217,6.424186706542969,2.8766091796875,2.727192724609375,0.34763151249786206,0.3666774228958217,6.4227800369262695,6.424186706542969,1.0547876406862764,20260929,-,-,28.22,0.8414 -atd_light,,4,bf16,0.973352294921875,1.027377245851425,4.477520942687988,0.9838122314453125,0.973352294921875,1.01645412410751,1.027377245851425,4.478497505187988,4.477520942687988,1.0107463007772297,814920,-,-,26.97,0.8107 -dat,,4,bf16,3.507264208984375,0.2851225172709693,3.940019130706787,3.537888427734375,3.507264208984375,0.2826544760882663,0.2851225172709693,3.939573287963867,3.940019130706787,1.0087316543394569,14802051,-,-,27.87,0.8343 -dat_s,,4,bf16,1.73049619140625,0.5778689401144372,2.8461685180664062,1.741439111328125,1.73049619140625,0.5742377057543749,0.5778689401144372,2.845302104949951,2.8461685180664062,1.006323573537011,11212131,-,-,27.68,0.83 -dat_2,,4,bf16,3.463807958984375,0.2886996080155698,3.9206442832946777,3.493184912109375,3.463807958984375,0.2862717048082478,0.2886996080155698,3.919557571411133,3.9206442832946777,1.008481114851879,11212131,-,-,27.86,0.8341 -dat_light,,4,bf16,1.5819917236328125,0.632114558541208,2.714592933654785,1.592229248046875,1.5819917236328125,0.628050264261042,0.632114558541208,2.71370792388916,2.714592933654785,1.00647128822555,878577,-,-,26.64,0.8033 -dctlsa,,4,bf16,0.14266280212402344,7.009535668103962,2.4695138931274414,0.14266280212402344,0.14529576721191406,7.009535668103962,6.882512954018122,2.4695138931274414,2.658572196960449,0.9818785836751154,885328,26.7,0.8045,-,- -ditn_real,,4,fp16,0.030514721328735353,32.77106774880857,0.7304916381835938,0.030514721328735353,0.04215809182739258,32.77106774880857,23.720238669584223,0.7304916381835938,0.7304916381835938,0.7238164728534547,444112,25.99,0.7837,-,- -drct,,4,bf16,5.40673134765625,0.1849546307555095,6.278231143951416,5.40673134765625,5.456165234375,0.1849546307555095,0.18327890689596196,6.278231143951416,6.2786736488342285,0.9909398112785688,14139579,-,-,28.06,0.8378 -drct_l,,4,bf16,10.770996875,0.09284191719719537,6.414646625518799,10.770996875,10.797698046875,0.09284191719719537,0.09261233233776282,6.414646625518799,6.415707111358643,0.9975271421965047,27580719,-,-,28.7,0.8508 -drct_xl,,4,bf16,12.4926814453125,0.08004686618942161,6.460665225982666,12.4926814453125,12.50795,0.08004686618942161,0.07994915233911233,6.460665225982666,6.461222171783447,0.9987792919952913,32061099,-,-,-,- -grl_b,,4,bf16,5.9274052734375,0.1687078837820156,13.223304748535156,5.9274052734375,5.9653548828125,0.1687078837820156,0.16763462017678446,13.223304748535156,13.222360134124756,0.9936383316465645,20201299,-,-,28.53,0.8504 -grl_s,,4,bf16,3.00449912109375,0.33283417957398587,9.699470043182373,3.00449912109375,3.035676220703125,0.33283417957398587,0.32941589527238163,9.699470043182373,9.699897289276123,0.9897297678201815,3487715,-,-,27.9,0.8357 -grl_t,,4,bf16,2.889003125,0.34614015864036146,9.312485694885254,2.889003125,2.88937890625,0.34614015864036146,0.3460951410134909,9.312485694885254,9.313446998596191,0.9998699439352909,906192,-,-,27.15,0.8185 -hat_l,,4,bf16,3.21043056640625,0.31148469942441337,10.410189628601074,3.448737158203125,3.21043056640625,0.28996121018425886,0.31148469942441337,10.410189628601074,10.410189628601074,1.074228857116706,40846575,-,-,28.6,0.8498 -hat_m,,4,bf16,1.6970644775390624,0.5892528028458379,10.297430038452148,1.8088779541015625,1.6970644775390624,0.5528288946927225,0.5892528028458379,10.29725694656372,10.297430038452148,1.0658864044603908,20772507,-,-,27.97,0.8368 -hat_s,,4,bf16,1.5135171875,0.6607126818637467,9.853070259094238,1.598304248046875,1.5135171875,0.6256631058961385,0.6607126818637467,9.854046821594238,9.853070259094238,1.0560198861612697,9621183,-,-,27.87,0.8346 -omnisr,,4,fp16,0.13081349182128907,7.644471423224071,1.1822519302368164,0.13081349182128907,0.1325262268066406,7.644471423224071,7.545676234025944,1.1822519302368164,1.1822519302368164,0.9870762563258481,805376,26.64,0.8018,26.95,0.8105 -plksr,,4,fp16,0.055676102447509764,17.96102737153303,0.29449892044067383,0.07653074493408203,0.055676102447509764,13.066644011649522,17.96102737153303,0.36592578887939453,0.29449892044067383,1.3745708045248604,7386096,26.69,0.8054,26.85,0.8097 -plksr_tiny,,4,fp16,0.018819670505523682,53.13589309156578,0.2659306526184082,0.025369703750610352,0.018819670505523682,39.41709409893845,53.13589309156578,0.3373575210571289,0.2659306526184082,1.348041866257127,2370544,26.12,0.7888,26.34,0.7942 -realcugan,,4,fp16,0.015642807859420776,63.92714204424347,0.9511957168579102,0.022007597763061524,0.015642807859420776,45.438853016408814,63.92714204424347,1.2480707168579102,0.9511957168579102,1.4068828282518089,1406812,-,-,-,- -esrgan,use_pixel_unshuffle=True,4,fp16,0.21331961975097657,4.687801343202151,2.476959228515625,0.2922360961914062,0.21331961975097657,3.421890769253326,4.687801343202151,3.6489033699035645,2.476959228515625,1.369944764258227,16697987,26.73,0.8072,27.03,0.8153 -esrgan,use_pixel_unshuffle=False,4,fp16,0.20788648986816408,4.810317402704585,2.476959228515625,0.28461241455078123,0.20788648986816408,3.513550178681955,4.810317402704585,3.6489033699035645,2.476959228515625,1.3690760507393944,16697987,-,-,-,- -esrgan_lite,,4,fp16,0.07741272430419922,12.917773001637606,1.239720344543457,0.10429202575683594,0.07741272430419922,9.588460793077019,12.917773001637606,1.2671866416931152,1.239720344543457,1.347220714607749,5021155,-,-,-,- -safmn,,4,fp16,0.02233506925201416,44.77263932861192,0.31115293502807617,0.02233506925201416,0.022998692111968994,44.77263932861192,43.480733388294695,0.31115293502807617,0.27209043502807617,0.9711451913559263,239520,-,-,25.97,0.7809 -safmn_l,,4,fp16,0.20099977111816406,4.9751300433676535,1.026827335357666,0.20099977111816406,0.20296640014648437,4.9751300433676535,4.926923861675049,1.026827335357666,0.880678653717041,0.9903105685133059,5600816,-,-,26.81,0.8058 -seemore_t,,4,bf16,0.030350234607696532,32.94867446416409,0.29697751998901367,0.030350234607696532,0.04166232861328125,32.94867446416409,24.002498978926894,0.29697751998901367,0.29609251022338867,0.7284814751814277,231804,-,-,26.23,0.7883 -span,,4,fp16,0.009133376390457153,109.48853493488261,0.5995926856994629,0.009846407434463501,0.009133376390457153,101.55988431881163,109.48853493488261,0.599602222442627,0.5995926856994629,1.078068724371345,2236728,-,-,26.18,0.7879 -srformer,,4,bf16,3.45673251953125,0.2892905350210912,3.647883415222168,3.45673251953125,3.605825732421875,0.2892905350210912,0.27732898764587377,3.647883415222168,3.6491193771362305,0.9586521302041723,10543503,-,-,27.68,0.8311 -srformer_light,,4,bf16,0.9625712768554687,1.0388841055665026,2.3610572814941406,0.9654676147460938,0.9625712768554687,1.0357675231426462,1.0388841055665026,2.360884189605713,2.3610572814941406,1.0030089593989202,6894948,-,-,26.67,0.8032 -swin2sr_l,,4,bf16,2.4707078125,0.4047423151133942,3.918213367462158,2.4707078125,2.54620869140625,0.4047423151133942,0.392740784907033,3.918213367462158,3.368830680847168,0.9703477255571886,28785859,-,-,-,- -swin2sr_m,,4,bf16,1.5878281005859376,0.629791096171545,2.5088720321655273,1.5878281005859376,1.5905148681640624,0.629791096171545,0.6287272253885334,2.5088720321655273,2.50852632522583,0.9983107560753418,12239283,-,-,27.51,0.8271 -swin2sr_s,,4,bf16,0.9691298461914063,1.0318534754965092,1.45050048828125,0.9691298461914063,0.9934507080078125,1.0318534754965092,1.0065924679900031,1.45050048828125,1.45050048828125,0.9755188036805799,1024824,-,-,-,- -swinir_l,,4,bf16,2.095821875,0.47713978555548764,3.55751895904541,2.134142919921875,2.095821875,0.46857217980350035,0.47713978555548764,3.9136672019958496,3.55751895904541,1.0182844951562855,28013059,-,-,-,- -swinir_m,,4,bf16,1.4322514892578124,0.6982014035245978,2.6425137519836426,1.4322514892578124,1.4450236572265625,0.6982014035245978,0.6920301927231437,2.6425137519836426,2.6426868438720703,0.9911612741390935,11900199,-,-,27.45,0.8254 -swinir_s,,4,bf16,0.9226131103515625,1.0838779427477994,1.5534100532531738,0.979804443359375,0.9226131103515625,1.0206118238976158,1.0838779427477994,1.5534100532531738,1.5534100532531738,1.061988424363512,929628,-,-,26.47,0.798 -artcnn_r16f96,,4,fp16,0.03312609939575195,30.18767733723092,0.3373069763183594,0.049208639526367184,0.03312609939575195,20.32163477033694,30.18767733723092,0.3923935890197754,0.3373069763183594,1.4854945322260804,4113168,-,-,-,- -artcnn_r8f64,,4,fp16,0.0063161699228286745,158.32379625913444,0.2280879020690918,0.010432162185668946,0.0063161699228286745,95.85740541627484,158.32379625913444,0.26477813720703125,0.2280879020690918,1.6516595204260969,952688,-,-,-,- -artcnn_r8f48,,4,fp16,0.005018306433677673,199.27041387688806,0.18001794815063477,0.007576774394989013,0.005018306433677673,131.98228531937832,199.27041387688806,0.20752286911010742,0.18001794815063477,1.5098269695412687,541728,-,-,-,- -dwt,,4,bf16,6.334043359375,0.15787703734612152,5.577229022979736,6.334043359375,6.34153017578125,0.15787703734612152,0.15769064756942583,5.577229022979736,5.578834533691406,0.9988193990726653,12059175,-,-,27.81,0.8324 -dwt_s,,4,bf16,1.4118833740234376,0.7082737982460298,2.6502552032470703,1.4183177490234375,1.4118833740234376,0.7050606260046705,0.7082737982460298,2.6500821113586426,2.6502552032470703,1.0045572992205893,11900199,-,-,27.5,0.8253 -eimn_l,,4,fp16,0.13648509216308594,7.3268075227227065,0.8888764381408691,0.13648509216308594,0.16167251281738282,7.3268075227227065,6.185343337426505,0.8888764381408691,0.8870301246643066,0.8442071554689862,1002496,-,-,26.88,0.8084 -eimn_a,,4,fp16,0.11951397705078125,8.36722218335268,0.8881640434265137,0.11951397705078125,0.1416383544921875,8.36722218335268,7.060234521823381,0.8881640434265137,0.8881640434265137,0.843796706614333,880870,-,-,26.68,0.8027 -elan,,4,bf16,0.4661893127441406,2.145051318559144,1.6319570541381836,0.4661893127441406,0.5199242797851562,2.145051318559144,1.9233569942400484,1.6319570541381836,1.6319570541381836,0.8966484753064042,8312448,27.13,0.8167,-,- -elan_light,,4,bf16,0.10460219421386718,9.560028902982891,1.1076245307922363,0.10460219421386718,0.10496646423339843,9.560028902982891,9.526852288521862,1.1076245307922363,1.1076245307922363,0.9965296533307889,601488,26.54,0.7982,-,- -emt,,4,bf16,0.2839967224121094,3.521167397660646,2.501763343811035,0.2839967224121094,0.2933180419921875,3.521167397660646,3.409268632805871,2.501763343811035,2.50201416015625,0.9682211175392805,925383,-,-,26.98,0.8118 -flexnet,,4,fp16,0.2742863037109375,3.6458254986507512,1.3041534423828125,0.28930130004882815,0.2742863037109375,3.456603893004354,3.6458254986507512,1.3046417236328125,1.3041534423828125,1.0547420565108294,3045136,-,-,-,- -metaflexnet,,4,fp16,0.1508175476074219,6.63052818365009,1.7985267639160156,0.1537330108642578,0.1508175476074219,6.504783809138908,6.63052818365009,1.7975502014160156,1.7985267639160156,1.0193310612928468,67205424,-,-,-,- -hit_sir,,4,bf16,0.18802160034179688,5.318537860448695,1.3427734375,0.18888458251953125,0.18802160034179688,5.2942383473600705,5.318537860448695,1.3422698974609375,1.3427734375,1.0045898033851726,791540,26.71,0.8045,-,- -hit_sng,,4,bf16,0.21016542053222656,4.758156681853668,1.3437538146972656,0.21016542053222656,0.2110196807861328,4.758156681853668,4.738894477873341,1.3437538146972656,1.3437690734863281,0.995951750800097,1032060,26.75,0.8053,-,- -hit_srf,,4,bf16,0.2309447235107422,4.330040473747762,1.3427200317382812,0.23542738342285155,0.2309447235107422,4.247594249492627,4.330040473747762,1.3427200317382812,1.3427200317382812,1.01941009884948,866420,26.8,0.8069,-,- 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b/docs/source/resources/benchmark4x_all.png index de35013c..3c226ee2 100644 Binary files a/docs/source/resources/benchmark4x_all.png and b/docs/source/resources/benchmark4x_all.png differ diff --git a/docs/source/resources/benchmark4x_large.png b/docs/source/resources/benchmark4x_large.png index 0b6ee072..1679d20e 100644 Binary files a/docs/source/resources/benchmark4x_large.png and b/docs/source/resources/benchmark4x_large.png differ diff --git a/docs/source/resources/benchmark4x_medium.png b/docs/source/resources/benchmark4x_medium.png index d2ade488..2febe216 100644 Binary files a/docs/source/resources/benchmark4x_medium.png and b/docs/source/resources/benchmark4x_medium.png differ diff --git a/docs/source/resources/benchmark4x_small.png b/docs/source/resources/benchmark4x_small.png index f2f7de3a..bbecacac 100644 Binary files a/docs/source/resources/benchmark4x_small.png and b/docs/source/resources/benchmark4x_small.png differ diff --git a/traiNNer/archs/arch_info.py b/traiNNer/archs/arch_info.py index ddf5a5c1..c46d63e7 100644 --- a/traiNNer/archs/arch_info.py +++ b/traiNNer/archs/arch_info.py @@ -82,6 +82,9 @@ int, dict[Literal["df2k_psnr", "df2k_ssim", "div2k_psnr", "div2k_ssim"], float] ], ] = { + "artcnn_r8f64": { + 2: {"df2k_psnr": 32.1, "df2k_ssim": 0.9293}, + }, "atd": { 2: {"df2k_psnr": 34.73, "df2k_ssim": 0.9476}, 3: {"df2k_psnr": 30.52, "df2k_ssim": 0.8924}, @@ -334,7 +337,7 @@ "df2k_ssim": 0.8140, }, }, - "rcan unshuffle_mod=False": { + "rcan": { 2: { "div2k_psnr": 33.34, "div2k_ssim": 0.9384,