Classification Attribution on ImageNet correct samples
0.8679Insertion ScoreTRACE+G
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TRACE+GBackbone=CLIP ViT-L/142026.07 | 0.8679 | 0.1342 | 0.9799 | — | — | 0.9677 | 3.69 | |
| COPAIR+GBackbone=CLIP ViT-L/142026.07 | 0.8625 | 0.1344 | 0.9796 | — | — | 0.9692 | 3.6 | |
| TRACE+PWBackbone=CLIP ViT-L/142026.07 | 0.8451 | 0.1631 | 0.9736 | — | — | 0.9551 | 1.52 | |
| Greedy (G)Backbone=CLIP ViT-L/142026.07 | 0.8431 | 0.1173 | 0.9787 | — | — | 0.9597 | 4.08 | |
| COPAIR+PWBackbone=CLIP ViT-L/142026.07 | 0.8419 | 0.1617 | 0.9736 | — | — | 0.9588 | 1.47 | |
| PhaseWin (PW)Backbone=CLIP ViT-L/142026.07 | 0.8037 | 0.151 | 0.9707 | — | — | 0.9308 | 1.73 | |
| GreedyBackbone=ResNet-1012026.06 | 0.7926 | 0.1449 | 0.9349 | 1,744.07 | 4.54 | — | — | |
| PhaseWinBackbone=ResNet-1012026.06 | 0.7672 | 0.1556 | 0.9225 | 907.73 | 8.45 | — | — | |
| HSICBackbone=CLIP ViT-L/142026.07 | 0.6624 | 0.2617 | 0.9223 | — | — | 0.8398 | 0.5 | |
| Grad-ECLIPBackbone=CLIP ViT-L/142026.07 | 0.642 | 0.2802 | 0.9309 | — | — | 0.8067 | — | |
| RISEBackbone=CLIP ViT-L/142026.07 | 0.6173 | 0.3103 | 0.9325 | — | — | 0.811 | 2 | |
| HSICBackbone=ResNet-1012026.06 | 0.6128 | 0.2233 | 0.8213 | 1,536 | 3.99 | — | — | |
| RISEBackbone=ResNet-1012026.06 | 0.6083 | 0.2429 | 0.8254 | 5,000 | 1.22 | — | — | |
| Gradient IntegralBackbone=ResNet-1012026.06 | 0.5062 | 0.3347 | 0.8064 | — | — | — | — | |
| IGOS++Backbone=CLIP ViT-L/142026.07 | 0.5018 | 0.3992 | 0.9136 | — | — | 0.6265 | — | |
| IGOS++Backbone=ResNet-1012026.06 | 0.474 | 0.3536 | 0.8136 | — | — | — | — | |
| GradientBackbone=ResNet-1012026.06 | 0.4649 | 0.3637 | 0.8025 | — | — | — | — | |
| GradientBackbone=CLIP ViT-L/142026.07 | 0.4353 | 0.475 | 0.9118 | — | — | 0.5148 | — | |
| IG2Backbone=CLIP ViT-L/142026.07 | 0.4083 | 0.4971 | 0.9119 | — | — | 0.461 | — |