Visual Explanation Localization on ImageNet-S (val)
88.99PGGrad-ECLIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Grad-ECLIPwith λi=true2025.02 | 88.99 | 59.97 | 70.56 | 56.62 | 28.69 | |
| Grad-ECLIPwith λi=false2025.02 | 83.56 | 44.09 | 73.65 | 51.63 | 33.14 | |
| CLIPSurgery2025.02 | 57.59 | 39.83 | 75.46 | 46.08 | 34.71 | |
| GAME2025.02 | 47.06 | 44.38 | 47.65 | 40.72 | 8.9 | |
| MaskCLIP2025.02 | 40.41 | 14.08 | 71.8 | 45.57 | 24.81 | |
| M2IB2025.02 | 26.4 | 35.57 | 61.94 | 40.03 | 14.74 | |
| Grad-CAM2025.02 | 18.45 | 31.54 | 54.57 | 40.5 | 12.51 | |
| Rollout2025.02 | 13.75 | 28.35 | 25.24 | 33.45 | 1.1 | |
| raw attention2025.02 | 12.19 | 13.21 | 2.78 | 28.77 | 0.13 |