Image Classification Attribution on ImageNet Cause
75.27Insertion ScoreTRACE+G
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRACE+GBackbone=CLIP ViT-L/142026.07 | 75.27 | 6.76 | 90.03 | 92.26 | 3.63 | |
| COPAIR+GBackbone=CLIP ViT-L/142026.07 | 73.7 | 6.8 | 89.25 | 91.32 | 3.52 | |
| Greedy (G)Backbone=CLIP ViT-L/142026.07 | 72.37 | 5 | 88.53 | 91.31 | 4.09 | |
| TRACE+PWBackbone=CLIP ViT-L/142026.07 | 71.93 | 7.47 | 88.21 | 90.76 | 1.83 | |
| COPAIR+PWBackbone=CLIP ViT-L/142026.07 | 70.34 | 7.45 | 87.17 | 90.13 | 1.79 | |
| PhaseWin (PW)Backbone=CLIP ViT-L/142026.07 | 66.04 | 5.63 | 83.25 | 89.53 | 2 | |
| RISEBackbone=CLIP ViT-L/142026.07 | 40.19 | 14.84 | 57.69 | 75.51 | 2 | |
| Grad-ECLIPBackbone=CLIP ViT-L/142026.07 | 38.11 | 16.03 | 55.6 | 72.64 | — | |
| HSICBackbone=CLIP ViT-L/142026.07 | 38.06 | 14.81 | 57.52 | 70.78 | 0.5 | |
| IGOS++Backbone=CLIP ViT-L/142026.07 | 27.4 | 22.47 | 36.78 | 68.78 | — | |
| GradientBackbone=CLIP ViT-L/142026.07 | 25.55 | 27.4 | 32.53 | 68.89 | — | |
| IG2Backbone=CLIP ViT-L/142026.07 | 24.15 | 28.36 | 29.56 | 68.92 | — |