Image Classification Attribution on ImageNet (Repair)
56.32Insertion (Ins)TRACE+G
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRACE+GBackbone=CLIP ViT-L/142026.07 | 56.32 | 2.36 | 80.07 | 81.9 | 3.65 | |
| COPAIR+GBackbone=CLIP ViT-L/142026.07 | 55.45 | 2.26 | 79.47 | 81.05 | 3.6 | |
| Greedy (G)Backbone=CLIP ViT-L/142026.07 | 54.48 | 1.97 | 77.49 | 80.09 | 4.09 | |
| TRACE+PWBackbone=CLIP ViT-L/142026.07 | 52.41 | 2.65 | 77.57 | 79.61 | 2.06 | |
| COPAIR+PWBackbone=CLIP ViT-L/142026.07 | 51.52 | 2.48 | 76.88 | 78.67 | 2.04 | |
| PhaseWin (PW)Backbone=CLIP ViT-L/142026.07 | 44.82 | 2.06 | 66.96 | 72.98 | 2 | |
| RISEBackbone=CLIP ViT-L/142026.07 | 19.86 | 4.58 | 37.86 | 45.55 | 2 | |
| Grad-ECLIPBackbone=CLIP ViT-L/142026.07 | 18.18 | 4.92 | 41.17 | 46.09 | — | |
| HSICBackbone=CLIP ViT-L/142026.07 | 13.69 | 5.93 | 32.86 | 36.14 | 0.5 | |
| IGOS++Backbone=CLIP ViT-L/142026.07 | 11.14 | 8.36 | 22.29 | 32.91 | — | |
| GradientBackbone=CLIP ViT-L/142026.07 | 9.64 | 9.24 | 18.74 | 31.72 | — | |
| IG2Backbone=CLIP ViT-L/142026.07 | 9.15 | 10.07 | 17.39 | 31.57 | — |