Perturbation Test on ImageNet (test)
0.764AOPCTokenTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TokenTMBackbone=ViT-B2024.03 | 0.764 | -5.781 | |
| TokenTMBackbone=ViT-L2024.03 | 0.726 | -5.755 | |
| Trans. Attr.Backbone=ViT-B2024.03 | 0.721 | -5.622 | |
| Trans. Attr.Backbone=ViT-L2024.03 | 0.716 | -5.541 | |
| GAEBackbone=ViT-B2024.03 | 0.714 | -5.437 | |
| GAEBackbone=ViT-L2024.03 | 0.699 | -5.601 | |
| RolloutBackbone=ViT-L2024.03 | 0.689 | -5.183 | |
| RolloutBackbone=ViT-B2024.03 | 0.688 | -5.259 | |
| Raw Att.Backbone=ViT-L2024.03 | 0.655 | -4.961 | |
| Raw Att.Backbone=ViT-B2024.03 | 0.652 | -4.911 | |
| ATTCATBackbone=ViT-L2024.03 | 0.645 | -4.622 | |
| ATTCATBackbone=ViT-B2024.03 | 0.641 | -4.461 | |
| Cons. LRPBackbone=ViT-L2024.03 | 0.614 | -4.443 | |
| Cons. LRPBackbone=ViT-B2024.03 | 0.613 | -4.272 | |
| Grad-CAMBackbone=ViT-B2024.03 | 0.557 | -4.02 | |
| LRPBackbone=ViT-L2024.03 | 0.508 | -3.634 | |
| LRPBackbone=ViT-B2024.03 | 0.474 | -3.259 | |
| Grad-CAMBackbone=ViT-L2024.03 | 0.457 | -3.023 |