Dataset | Source | Surrogate | Attack Policy | Attack Type | Test Acc | Delta Acc |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reordering | Low - High | 74% | -16.3% |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reordering | High - Low | 78% | -12.3% |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reordering | Oscillation Inward | 77% | -13.3% |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reordering | Oscillation outward | 82% | -8.3% |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reshuffling | Low - High | 37.2% | -62.1% |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reshuffling | High - Low | 31.5% | -58.8% |
CIFAR 10 | ResNet18 | LeNet5 | Batch Reshuffling | Oscillation Inward | 28.2% | -62.1% |
CIFAR10 | ResNet18 | LeNet5 | Batch Reshuffling | Oscillation outward | 30.3% | -60.0% |
Dataset | Source | Surrogate | Attack Policy | Attack Type | Test Acc | Delta Acc |
CIFAR 100 | ResNet50 | MobileNet | Batch Reordering | Low - High | 71% | -3% |
CIFAR 100 | ResNet50 | MobileNet | Batch Reordering | High - Low | 65% | -9% |
CIFAR 100 | ResNet50 | MobileNet | Batch Reordering | Oscillation Inward | 70% | -4% |
CIFAR 100 | ResNet50 | MobileNet | Batch Reordering | Oscillation outward | 70% | -4.0% |
CIFAR 100 | ResNet50 | MobileNet | Batch Reshuffling | Low - High | 5% | -69% |
CIFAR 100 | ResNet50 | MobileNet | Batch Reshuffling | High - Low | 8% | -66% |
CIFAR 100 | ResNet50 | MobileNet | Batch Reshuffling | Oscillation Inward | 32% | -43% |
CIFAR100 | ResNet50 | MobileNet | Batch Reshuffling | Oscillation outward | 9% | -65% |
Dataset | Source | Surrogate | Attack Policy | Attack Type | Test Acc |
SVHN | VIT-b-16 | LeNet5 | Baseline- N/A | -Baseline N/A | 82.76% |
Dataset | Source | Surrogate | Attack Policy | Attack Type | Test Acc |
SVHN | VIT-b-16 | LeNet5 | Batch Reordering | Low - High | 76.1% |
SVHN | VIT-b-16 | LeNet5 | Batch Reordering | High - Low | 78.45% |
SVHN | VIT-b-16 | LeNet5 | Batch Reordering | Oscillations Inward | 54.8 |
SVHN | VIT-b-16 | LeNet5 | Batch Reordering | Oscillations Outward | 54.6 |
Ref: https://gist.github.com/nikogamulin/7774e0e3988305a78fd73e1c4364aded Ref : https://blog.paperspace.com/writing-lenet5-from-scratch-in-python/