Faithfulness Evaluation on ImageNet
61.41Deletion ScoreIxG+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IxG+Backbone=DINOv2-B/14 [22]2026.03 | 61.41 | 72.55 | 11.14 | |
| IxG+Backbone=Clip-B/16 [27]2026.03 | 58.07 | 60.46 | 2.39 | |
| Grad-CAMBackbone=Clip-B/16 [27]2026.03 | 55.21 | 52.68 | -2.53 | |
| MUTEXBackbone=Clip-B/16 [27]2026.03 | 52.71 | 59.31 | 6.6 | |
| RolloutBackbone=DINOv2-B/14 [22]2026.03 | 52.01 | 71.06 | 19.05 | |
| RolloutBackbone=Clip-B/16 [27]2026.03 | 51.65 | 56.68 | 5.03 | |
| IxG+Backbone=DeiT3-B/16 [37]2026.03 | 50.43 | 60.96 | 10.53 | |
| MUTEXBackbone=DINOv2-B/14 [22]2026.03 | 49.76 | 70.3 | 20.54 | |
| Libra IxG+Backbone=DINOv2-B/14 [22]2026.03 | 49.19 | 73.53 | 24.34 | |
| MUTEXBackbone=DeiT3-B/16 [37]2026.03 | 48.91 | 57.11 | 8.2 | |
| RolloutBackbone=DeiT3-B/16 [37]2026.03 | 46.78 | 53.76 | 6.98 | |
| T-AttrBackbone=DINOv2-B/14 [22]2026.03 | 45.09 | 73.29 | 28.2 | |
| ViT-CXBackbone=DINOv2-B/14 [22]2026.03 | 44.25 | 74.66 | 30.41 | |
| MDABackbone=DINOv2-B/14 [22]2026.03 | 43.09 | 72.81 | 29.73 | |
| Grad-CAMBackbone=DINOv2-B/14 [22]2026.03 | 42.45 | 74.98 | 32.53 | |
| TAMBackbone=Clip-B/16 [27]2026.03 | 42.15 | 65.05 | 22.9 | |
| TAMBackbone=DINOv2-B/14 [22]2026.03 | 41.92 | 76.1 | 34.17 | |
| T-AttrBackbone=Clip-B/16 [27]2026.03 | 41.73 | 65.18 | 23.45 | |
| ViT-CXBackbone=Clip-B/16 [27]2026.03 | 40.78 | 61.78 | 21 | |
| MDABackbone=Clip-B/16 [27]2026.03 | 40.7 | 62.64 | 21.94 | |
| Libra IxG+Backbone=Clip-B/16 [27]2026.03 | 39.72 | 67.34 | 27.62 | |
| MDABackbone=DeiT3-B/16 [37]2026.03 | 38.86 | 53.71 | 14.85 | |
| CAAPBackbone=DINOv2-B/14 [22]2026.03 | 35.42 | 76.81 | 41.38 | |
| T-AttrBackbone=DeiT3-B/16 [37]2026.03 | 32.61 | 62.75 | 30.13 | |
| CAAPBackbone=Clip-B/16 [27]2026.03 | 32.09 | 67.4 | 35.32 | |
| ViT-CXBackbone=DeiT3-B/16 [37]2026.03 | 31.64 | 57.73 | 26.1 | |
| Libra IxG+Backbone=DeiT3-B/16 [37]2026.03 | 31 | 65.23 | 34.22 | |
| TAMBackbone=DeiT3-B/16 [37]2026.03 | 29.86 | 63.63 | 33.77 | |
| Grad-CAMBackbone=DeiT3-B/16 [37]2026.03 | 28.96 | 61.09 | 32.13 | |
| CAAPBackbone=DeiT3-B/16 [37]2026.03 | 26.48 | 61.23 | 34.74 |