Classification Attribution on ImageNet correctly classified samples (val)
0.8239Insertion ScoreGreedy
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GreedyBackbone=CLIP ViT-L/142026.06 | 0.8239 | 0.1388 | 0.9707 | 0.1743 | 1,735.9 | 4.74 | |
| PhaseWinBackbone=CLIP ViT-L/142026.06 | 0.799 | 0.1625 | 0.9653 | 0.1717 | 871.84 | 9.16 | |
| HSICBackbone=CLIP ViT-L/142026.06 | 0.6755 | 0.2617 | 0.9191 | 0.16 | 1,536 | 4.39 | |
| GreedyBackbone=CLIP RN1012026.06 | 0.6525 | 0.065 | 0.8943 | 0.2101 | 1,736.68 | 3.76 | |
| Grad-ECLIPBackbone=CLIP ViT-L/142026.06 | 0.6488 | 0.2791 | 0.9273 | 0.1595 | — | — | |
| RISEBackbone=CLIP ViT-L/142026.06 | 0.6364 | 0.3161 | 0.9282 | 0.1509 | 5,000 | 1.27 | |
| PhaseWinBackbone=CLIP RN1012026.06 | 0.5981 | 0.0674 | 0.8783 | 0.2046 | 951.16 | 6.29 | |
| IGOS++Backbone=CLIP ViT-L/142026.06 | 0.5224 | 0.4149 | 0.9122 | 0.1792 | — | — | |
| RISEBackbone=CLIP RN1012026.06 | 0.4627 | 0.1232 | 0.7917 | 0.1733 | 5,000 | 0.93 | |
| HSICBackbone=CLIP RN1012026.06 | 0.4405 | 0.1314 | 0.7768 | 0.1835 | 1,536 | 2.87 | |
| GradientBackbone=CLIP ViT-L/142026.06 | 0.4404 | 0.4783 | 0.9081 | 0.1881 | — | — | |
| Gradient IntegralBackbone=CLIP ViT-L/142026.06 | 0.4213 | 0.5012 | 0.9081 | 0.1887 | — | — | |
| Gradient IntegralBackbone=CLIP RN1012026.06 | 0.354 | 0.2271 | 0.7694 | 0.2054 | — | — | |
| GradientBackbone=CLIP RN1012026.06 | 0.3495 | 0.2193 | 0.7677 | 0.2076 | — | — | |
| IGOS++Backbone=CLIP RN1012026.06 | 0.2871 | 0.2171 | 0.7655 | 0.2219 | — | — |