Image Classification on CIFAR-10 (test) (Natural and Auto Attack Accuracy Evaluation)
84.72Natural AccuracyPGD-2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PGD-2Noise Magnitude=8/2552025.12 | 84.72 | 42.92 | |
| V-FGSMNoise Magnitude=8/2552025.12 | 84.26 | 0 | |
| R-FGSMNoise Magnitude=8/2552025.12 | 84.12 | 42.88 | |
| R-LAPNoise Magnitude=8/2552025.12 | 83.81 | 43.14 | |
| MultiGradNoise Magnitude=12/2552025.12 | 83.72 | 0 | |
| ZeroGradNoise Magnitude=16/2552025.12 | 82.54 | 0 | |
| Grad AlignNoise Magnitude=8/2552025.12 | 82.35 | 44.76 | |
| MultiGradNoise Magnitude=8/2552025.12 | 81.83 | 44.19 | |
| ZeroGradNoise Magnitude=8/2552025.12 | 81.71 | 43.28 | |
| MultiGradNoise Magnitude=16/2552025.12 | 81.59 | 0 | |
| PGD-10Noise Magnitude=8/2552025.12 | 80.91 | 46.37 | |
| N-LAPNoise Magnitude=8/2552025.12 | 80.76 | 44.97 | |
| N-FGSMNoise Magnitude=8/2552025.12 | 80.4 | 44.21 | |
| V-FGSMNoise Magnitude=12/2552025.12 | 79.92 | 0 | |
| R-FGSMNoise Magnitude=12/2552025.12 | 79.49 | 0 | |
| PGD-2Noise Magnitude=12/2552025.12 | 79.13 | 28.3 | |
| V-LAPNoise Magnitude=8/2552025.12 | 79.09 | 41.24 | |
| ZeroGradNoise Magnitude=12/2552025.12 | 77.75 | 22.56 | |
| AT FreeNoise Magnitude=8/2552025.12 | 76.52 | 40.13 | |
| Grad AlignNoise Magnitude=12/2552025.12 | 74.8 | 29.88 | |
| R-LAPNoise Magnitude=12/2552025.12 | 74.1 | 26.04 | |
| R-FGSMNoise Magnitude=16/2552025.12 | 73.67 | 0 | |
| MultiGradNoise Magnitude=32/2552025.12 | 73.5 | 0 | |
| V-FGSMNoise Magnitude=16/2552025.12 | 72.72 | 0 | |
| PGD-2Noise Magnitude=16/2552025.12 | 72.5 | 17.89 | |
| PGD-10Noise Magnitude=12/2552025.12 | 72.03 | 33.13 | |
| N-LAPNoise Magnitude=12/2552025.12 | 71.91 | 30.6 | |
| N-FGSMNoise Magnitude=12/2552025.12 | 71.44 | 30.25 | |
| ZeroGradNoise Magnitude=32/2552025.12 | 68.95 | 0 | |
| AT FreeNoise Magnitude=12/2552025.12 | 68.28 | 27.65 | |
| PGD-10Noise Magnitude=16/2552025.12 | 67.61 | 21.98 | |
| V-LAPNoise Magnitude=12/2552025.12 | 66.2 | 24.07 | |
| V-FGSMNoise Magnitude=32/2552025.12 | 65.52 | 0 | |
| R-LAPNoise Magnitude=16/2552025.12 | 64.83 | 15.69 | |
| N-LAPNoise Magnitude=16/2552025.12 | 63.73 | 19.55 | |
| N-FGSMNoise Magnitude=16/2552025.12 | 62.91 | 18.58 | |
| Grad AlignNoise Magnitude=16/2552025.12 | 61.1 | 19.07 | |
| AT FreeNoise Magnitude=32/2552025.12 | 59.25 | 0 | |
| V-LAPNoise Magnitude=16/2552025.12 | 56.02 | 15.17 | |
| AT FreeNoise Magnitude=16/2552025.12 | 55.91 | 0 | |
| PGD-2Noise Magnitude=32/2552025.12 | 48.99 | 3.76 | |
| PGD-10Noise Magnitude=32/2552025.12 | 35.28 | 10.88 | |
| R-FGSMNoise Magnitude=32/2552025.12 | 33.31 | 0 | |
| N-LAPNoise Magnitude=32/2552025.12 | 29.19 | 8.85 | |
| N-FGSMNoise Magnitude=32/2552025.12 | 27.66 | 0 | |
| R-LAPNoise Magnitude=32/2552025.12 | 27.49 | 8.04 | |
| Grad AlignNoise Magnitude=32/2552025.12 | 24.15 | 6.71 | |
| V-LAPNoise Magnitude=32/2552025.12 | 17.76 | 7.12 |