Image Classification on ImageNet (val) (Accuracy, GFLOPS, TUR)
2.24GFLOPSAdaViT - Sponge Examples
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaViT - Sponge ExamplesBackbone=DeiT-s, TS Module=AdaViT, Perturbation=Sponge Examples2024.02 | 2.24 | 32.6 | 0.54 | |
| AdaViT - CleanBackbone=DeiT-s, TS Module=AdaViT, Perturbation=Clean2024.02 | 2.25 | 83.6 | 0.53 | |
| AdaViT - RandomBackbone=DeiT-s, TS Module=AdaViT, Perturbation=Random2024.02 | 2.26 | 76.2 | 0.54 | |
| AdaViT - Standard PGDBackbone=DeiT-s, TS Module=AdaViT, Perturbation=Standard PGD2024.02 | 2.49 | 0.5 | 0.59 | |
| AdaViT - Universal (DeSparsify)Backbone=DeiT-s, TS Module=AdaViT, Perturbation=Universal2024.02 | 2.71 | 77.6 | 0.64 | |
| AdaViT - Class-Universal (DeSparsify)Backbone=DeiT-s, TS Module=AdaViT, Perturbation=Class-Universal2024.02 | 2.94 | 80 | 0.69 | |
| AdaViT - Universal Patch (DeSparsify)Backbone=DeiT-s, TS Module=AdaViT, Perturbation=Universal Patch2024.02 | 3 | 20 | 0.7 | |
| ATS - Sponge ExamplesBackbone=DeiT-s, TS Module=ATS, Perturbation=Sponge Examples2024.02 | 3.06 | 44.3 | 0.55 | |
| ATS - Standard PGDBackbone=DeiT-s, TS Module=ATS, Perturbation=Standard PGD2024.02 | 3.07 | 1.1 | 0.54 | |
| ATS - CleanBackbone=DeiT-s, TS Module=ATS, Perturbation=Clean2024.02 | 3.09 | 88.5 | 0.54 | |
| ATS - RandomBackbone=DeiT-s, TS Module=ATS, Perturbation=Random2024.02 | 3.1 | 85.7 | 0.55 | |
| AdaViT - Ensemble Single (DeSparsify)Backbone=DeiT-s, TS Module=AdaViT, Perturbation=Ensemble (Single)2024.02 | 3.16 | 79.5 | 0.74 | |
| AdaViT - Single (DeSparsify)Backbone=DeiT-s, TS Module=AdaViT, Perturbation=Single2024.02 | 3.27 | 82.5 | 0.75 | |
| A-ViT - Sponge ExamplesBackbone=DeiT-s, TS Module=A-ViT, Perturbation=Sponge Examples2024.02 | 3.27 | 61.9 | 0.66 | |
| ATS - Universal (DeSparsify)Backbone=DeiT-s, TS Module=ATS, Perturbation=Universal2024.02 | 3.31 | 84.4 | 0.62 | |
| ATS - Class-Universal (DeSparsify)Backbone=DeiT-s, TS Module=ATS, Perturbation=Class-Universal2024.02 | 3.4 | 83.7 | 0.63 | |
| A-ViT - RandomBackbone=DeiT-s, TS Module=A-ViT, Perturbation=Random2024.02 | 3.56 | 91.4 | 0.71 | |
| A-ViT - CleanBackbone=DeiT-s, TS Module=A-ViT, Perturbation=Clean2024.02 | 3.57 | 92.8 | 0.72 | |
| A-ViT - Standard PGDBackbone=DeiT-s, TS Module=A-ViT, Perturbation=Standard PGD2024.02 | 3.64 | 1.1 | 0.73 | |
| ATS - Universal Patch (DeSparsify)Backbone=DeiT-s, TS Module=ATS, Perturbation=Universal Patch2024.02 | 3.68 | 4.6 | 0.73 | |
| ATS - Ensemble Single (DeSparsify)Backbone=DeiT-s, TS Module=ATS, Perturbation=Ensemble (Single)2024.02 | 3.83 | 85.6 | 0.78 | |
| A-ViT - Universal (DeSparsify)Backbone=DeiT-s, TS Module=A-ViT, Perturbation=Universal2024.02 | 3.85 | 85.6 | 0.83 | |
| A-ViT - Class-Universal (DeSparsify)Backbone=DeiT-s, TS Module=A-ViT, Perturbation=Class-Universal2024.02 | 4.07 | 79.8 | 0.85 | |
| ATS - Single (DeSparsify)Backbone=DeiT-s, TS Module=ATS, Perturbation=Single2024.02 | 4.2 | 88.2 | 0.88 | |
| A-ViT - Ensemble Single (DeSparsify)Backbone=DeiT-s, TS Module=A-ViT, Perturbation=Ensemble (Single)2024.02 | 4.52 | 86.8 | 0.98 | |
| ATS - Clean w/o (Non-sparsified)Backbone=DeiT-s, TS Module=ATS, Perturbation=Clean w/o2024.02 | 4.6 | — | 1 | |
| AdaViT - Clean w/o (Non-sparsified)Backbone=DeiT-s, TS Module=AdaViT, Perturbation=Clean w/o2024.02 | 4.6 | — | 1 | |
| A-ViT - Clean w/o (Non-sparsified)Backbone=DeiT-s, TS Module=A-ViT, Perturbation=Clean w/o2024.02 | 4.6 | — | 1 | |
| A-ViT - Single (DeSparsify)Backbone=DeiT-s, TS Module=A-ViT, Perturbation=Single2024.02 | 4.6 | 91.8 | 1 | |
| A-ViT - Universal Patch (DeSparsify)Backbone=DeiT-s, TS Module=A-ViT, Perturbation=Universal Patch2024.02 | 4.6 | 71 | 1 |