Image Classification on ImageNet (Accuracy, GFLOPS, TUR)
3.85GFLOPSAdaViT (Random)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaViT (Random)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Random2024.02 | 3.85 | 80.1 | 47 | |
| AdaViT (Sponge Examples)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Sponge Examples2024.02 | 3.88 | 60.2 | 48 | |
| AdaViT (Clean)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Clean2024.02 | 3.92 | 91.2 | 48 | |
| AdaViT (Standard PGD)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Standard PGD2024.02 | 4.15 | 0 | 52 | |
| ATS (Sponge Examples)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Sponge Examples2024.02 | 4.86 | 66.6 | 39 | |
| AdaViT (Universal)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Universal2024.02 | 4.89 | 81.1 | 61 | |
| ATS (Standard PGD)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Standard PGD2024.02 | 4.99 | 0 | 41 | |
| AdaViT (Universal Patch)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Universal Patch2024.02 | 5.12 | 73 | 64 | |
| ATS (Random)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Random2024.02 | 5.18 | 89.8 | 43 | |
| ATS (Clean)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Clean2024.02 | 5.21 | 92.6 | 45 | |
| AdaViT (Class-Universal)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Class-Universal2024.02 | 5.38 | 82.1 | 66 | |
| ATS (Universal)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Universal2024.02 | 5.53 | 84.2 | 51 | |
| ATS (Universal Patch)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Universal Patch2024.02 | 5.77 | 87.7 | 55 | |
| ATS (Class-Universal)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Class-Universal2024.02 | 5.9 | 85.7 | 56 | |
| AdaViT (Single)Backbone=T2T-ViT, Sparsification=AdaViT, Perturbation=Single2024.02 | 5.91 | 87.6 | 80 | |
| A-ViT (Sponge Examples)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Sponge Examples2024.02 | 6.78 | 0 | 70 | |
| A-ViT (Clean)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Clean2024.02 | 7.05 | 81.7 | 66 | |
| A-ViT (Random)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Random2024.02 | 7.05 | 76.7 | 65 | |
| A-ViT (Standard PGD)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Standard PGD2024.02 | 7.08 | 0 | 79 | |
| A-ViT (Universal)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Universal2024.02 | 7.23 | 70 | 81 | |
| A-ViT (Class-Universal)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Class-Universal2024.02 | 7.26 | 67.8 | 87 | |
| ATS (Single)Backbone=T2T-ViT, Sparsification=ATS, Perturbation=Single2024.02 | 7.41 | 91.6 | 82 | |
| A-ViT (Universal Patch)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Universal Patch2024.02 | 8.4 | 70.2 | 98 | |
| ATS (Clean w/o)Backbone=T2T-ViT, Sparsification=None, Perturbation=Clean2024.02 | 8.5 | — | 100 | |
| AdaViT (Clean w/o)Backbone=T2T-ViT, Sparsification=None, Perturbation=Clean2024.02 | 8.5 | — | 100 | |
| A-ViT (Clean w/o)Backbone=T2T-ViT, Sparsification=None, Perturbation=Clean2024.02 | 8.5 | — | 100 | |
| A-ViT (Single)Backbone=T2T-ViT, Sparsification=A-ViT, Perturbation=Single2024.02 | 8.5 | 81.7 | 100 |