Model | Method | ACC Org (%) | ACC Gaussian (%) | ACC Poisson (%) | ACC salt (%) |
|---|
Small CNN [17] | Vanilla | 98.53 | 58.31 | / | 50.49 |
Dropout | 98.60 | 61.50 | / | 61.50 |
Flipover | 98.00 | 68.71 | / | 69.62 |
ResNet18 [4] | Vanilla | 93.63 | 41.27 | 46.92 | 46.71 |
Dropout | 93.31 | 41.60 | 43.03 | 48.00 |
Flipover | 92.37 | 46.50 | 49.85 | 53.49 |
- Note: ACC Org stands for the accuracy on the original test set; ACC Gaussian stands for the accuracy on dataset with Gaussian noise; ACC Poisson stands for the accuracy on dataset with Poisson noise; ACC salt stands for the accuracy on dataset with salt-and-pepper noise
