Skip to content

Latest commit

 

History

History
297 lines (217 loc) · 26.3 KB

weather_visualization.md

File metadata and controls

297 lines (217 loc) · 26.3 KB

Weather Prediction Visualization

We provide benchmark results of spatiotemporal prediction learning (STL) methods on famous weather prediction datasets, WeatherBench. More STL methods will be supported in the future. Issues and PRs are welcome! Visualization of GIF is released.

Table of Contents

Currently supported spatiotemporal prediction methods
Currently supported MetaFormer models for SimVP

We provide visualization figures of various weather prediction methods on Weather Bench (single variable). You can plot your own visualization with tested results (e.g., work_dirs/exp_name/saved) by vis_video.py. Note that --vis_dirs denotes visualize all experimental folders under the path, and --vis_channel can select the channel for visualization. For example, run plotting with the script:

python tools/visualizations/vis_video.py -d weather_t2m_5_625 -w work_dirs/exp_name --index 0 --save_dirs fig_w_t2m_5_625_vis

WeatherBench Benchmarks Visualization

We provide temperature prediction benchmark results on the popular WeatherBench dataset (temperature prediction t2m) using $12\rightarrow 12$ frames prediction setting.

Visualization of STL Benchmarks on Temperature (t2m)

Similar to Moving MNIST Benchmarks, we benchmark popular STL methods training 50 epochs with single GPU on t2m (K) in configs/weather/t2m_5_625 for 5.625 settings ($32\times 64$ resolutions).

ConvLSTM
E3D-LSTM MAU
MIM PhyDNet
PredRNN PredRNN++
PredRNN-V2 SimVP-V1
SimVP-V2 TAU
SimVP-ConvMixer SimVP-ConvNeXt
SimVP-HorNet SimVP-MLPMixer
SimVP-MogaNet SimVP-Poolformer
SimVP-Swin SimVP-Uniformer
SimVP-VAN SimVP-ViT

(back to top)

Visualization of STL Benchmarks on Humidity (r)

Similar to Moving MNIST Benchmarks, we benchmark STL methods training 50 epochs with single GPU on r (%). We provide config files in configs/weather/r_5_625 for 5.625 settings ($32\times 64$ resolutions).

ConvLSTM
E3D-LSTM MAU
MIM PhyDNet
PredRNN PredRNN++
PredRNN-V2 SimVP-V1
SimVP-V2 TAU
SimVP-ConvMixer SimVP-ConvNeXt
SimVP-HorNet SimVP-MLPMixer
SimVP-MogaNet SimVP-Poolformer
SimVP-Swin SimVP-Uniformer
SimVP-VAN SimVP-ViT

(back to top)

Visualization of STL Benchmarks on Wind Component (uv10)

Similar to Moving MNIST Benchmarks, we benchmark popular STL methods training 50 epochs with single GPU on uv10 (ms-1). We provide config files in configs/weather/uv10_5_625 for 5.625 settings ($32\times 64$ resolutions). Notice that the input data of uv10 has two channels.

ConvLSTM (in flow) ConvLSTM (out flow)
E3D-LSTM E3D-LSTM (out flow)
MAU (in flow) MAU (out flow)
MIM (in flow) MIM (out flow)
PhyDNet (in flow) PhyDNet (out flow)
PredRNN (in flow) PredRNN (out flow)
PredRNN++ (in flow) PredRNN++ (out flow)
PredRNN-V2 (in flow) PredRNN-V2 (out flow)
SimVP-V1 (in flow) SimVP-V1 (out flow)
SimVP-V2 (in flow) SimVP-V2 (out flow)
TAU (in flow) TAU (out flow)
SimVP-ConvMixer (in flow) SimVP-ConvMixer (out flow)
SimVP-ConvNeXt (in flow) SimVP-ConvNeXt (out flow)
SimVP-HorNet (in flow) SimVP-HorNet (out flow)
SimVP-MLPMixer (in flow) SimVP-MLPMixer (out flow)
SimVP-MogaNet (in flow) SimVP-MogaNet (out flow)
SimVP-Poolformer (in flow) SimVP-Poolformer (out flow)
SimVP-Uniformer (in flow) SimVP-Uniformer (out flow)
SimVP-VAN (in flow) SimVP-VAN (out flow)
SimVP-ViT (in flow) SimVP-ViT (out flow)

(back to top)

Visualization of STL Benchmarks on Cloud Cover (tcc)

Similar to Moving MNIST Benchmarks, we benchmark popular STL methods training 50 epochs with single GPU on tcc (%). We provide config files in configs/weather/tcc_5_625 for 5.625 settings ($32\times 64$ resolutions).

ConvLSTM
E3D-LSTM MAU
MIM PhyDNet
PredRNN PredRNN++
PredRNN-V2 SimVP-V1
SimVP-V2 TAU
SimVP-ConvMixer SimVP-ConvNeXt
SimVP-HorNet SimVP-MLPMixer
SimVP-MogaNet SimVP-Poolformer
SimVP-Swin SimVP-Uniformer
SimVP-VAN SimVP-ViT

(back to top)