Visual Attribution on ImageNet ILSVRC 2012 (val)
0.1126Deletion ScoreAHA
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AHABackbone=ViT-B/16, Reference image modes=black, mean, blur, Refinement steps (T)=32026.04 | 0.1126 | 0.6003 | 0.4877 | 0.1326 | 0.663 | 0.5303 | 10.8509 | 46.7211 | 0.547 | |
| AHABackbone=ViT-B/16, Reference image modes=black, mean, blur, Refinement steps (T)=02026.04 | 0.128 | 0.5657 | 0.4377 | 0.1529 | 0.6222 | 0.4693 | 14.0053 | 41.2158 | 0.016 | |
| TISBackbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1324 | 0.5966 | 0.4641 | 0.1553 | 0.6595 | 0.5042 | 9.2014 | 50.9796 | 1.167 | |
| MDABackbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1461 | 0.5628 | 0.4168 | 0.1756 | 0.6216 | 0.446 | 44.887 | 18.251 | 13.645 | |
| Bi-Att.Backbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1492 | 0.5534 | 0.4042 | 0.1766 | 0.612 | 0.4354 | 25.137 | 33.5553 | 0.254 | |
| Trans-Att.Backbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1541 | 0.5428 | 0.3887 | 0.1819 | 0.602 | 0.42 | 22.5843 | 36.0353 | 0.254 | |
| LeGradBackbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1552 | 0.528 | 0.3728 | 0.1833 | 0.5859 | 0.4027 | 17.6998 | 39.4492 | 0.006 | |
| ViT-CXBackbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1694 | 0.5231 | 0.3537 | 0.2024 | 0.5748 | 0.3724 | 15.2074 | 42.2452 | 0.86 | |
| IGBackbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.1731 | 0.5171 | 0.344 | 0.2028 | 0.5765 | 0.3737 | 20.026 | 38.5759 | 0.251 | |
| Grad-CAMBackbone=ViT-B/16, Reference image modes=black, mean, blur2026.04 | 0.269 | 0.4638 | 0.1948 | 0.3068 | 0.5244 | 0.2176 | 80.4883 | 7.7366 | 0.014 |