Image Classification on ImageNet Robustness Suite (IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, Hard) (val)
62.45FGSM AccuracyDropout
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DropoutModel=ViT-S16, #Epochs=500, Runtime=111h2024.06 | 62.45 | 40.85 | 84.29 | 44.72 | 34.35 | 86.59 | 56.31 | 71.03 | 80.87 | 62.38 | |
| SAMModel=ViT-B16, #Epochs=150, Runtime=135h2024.06 | 61.85 | 39.09 | 82.69 | 43.53 | 32.95 | 88.38 | 55.33 | 71.22 | 79.48 | 61.61 | |
| SAMModel=ViT-S16, #Epochs=300, Runtime=123h2024.06 | 59.92 | 40.05 | 83.91 | 44.04 | 34.34 | 85.99 | 55.63 | 70.85 | 80.18 | 61.66 | |
| DAMPModel=ViT-S16, #Epochs=500, Runtime=111h2024.06 | 59.87 | 39.3 | 83.12 | 43.18 | 34.01 | 84.74 | 54.16 | 68.03 | 80.05 | 60.72 | |
| ASAMModel=ViT-S16, #Epochs=300, Runtime=123h2024.06 | 59.38 | 39.44 | 83.64 | 43.41 | 33.82 | 85.41 | 54.43 | 69.13 | 80.5 | 61.02 | |
| ASAMModel=ViT-B16, #Epochs=150, Runtime=136h2024.06 | 58.87 | 37.41 | 82.21 | 41.18 | 30.76 | 88.03 | 51.84 | 69.54 | 78.83 | 59.85 | |
| DropoutModel=ViT-B16, #Epochs=275, Runtime=123h2024.06 | 56.43 | 39.14 | 82.85 | 43.82 | 33.13 | 87.72 | 56.15 | 71.36 | 79.13 | 61.08 | |
| DAMPModel=ViT-B16, #Epochs=275, Runtime=124h2024.06 | 55.2 | 37.77 | 80.49 | 41.67 | 31.63 | 87.06 | 52.32 | 67.91 | 78.69 | 59.19 |