Attribution Faithfulness Evaluation on ImageNet (test)
69.34Deletion ScoreRollout
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RolloutBackbone Architecture=DINOv2-G/142026.03 | 69.34 | 76.5 | 7.16 | |
| IxG+Backbone Architecture=DINOv2-G/142026.03 | 69.22 | 80.9 | 11.68 | |
| RolloutBackbone Architecture=DeiT3-H/142026.03 | 63.67 | 52.83 | -10.84 | |
| IxG+Backbone Architecture=DeiT3-H/142026.03 | 59.78 | 65.12 | 5.34 | |
| TAMBackbone Architecture=DINOv2-G/142026.03 | 58.32 | 79.47 | 21.15 | |
| Grad-CAMBackbone Architecture=DINOv2-G/142026.03 | 58.01 | 79.67 | 21.65 | |
| MUTEXBackbone Architecture=DINOv2-G/142026.03 | 56.67 | 78.56 | 21.89 | |
| CausalXBackbone Architecture=DINOv2-G/142026.03 | 56.65 | 81.24 | 24.59 | |
| MDABackbone Architecture=DINOv2-G/142026.03 | 56.5 | 80.94 | 24.44 | |
| Libra IxG+Backbone Architecture=DINOv2-G/142026.03 | 54.09 | 83.32 | 29.23 | |
| T-AttrBackbone Architecture=DINOv2-G/142026.03 | 53.01 | 81.48 | 28.47 | |
| MUTEXBackbone Architecture=DeiT3-H/142026.03 | 52.54 | 63.9 | 11.36 | |
| MDABackbone Architecture=DeiT3-H/142026.03 | 51.85 | 53.08 | 1.24 | |
| IxG+Backbone Architecture=CLIP-H/142026.03 | 50.64 | 54.1 | 3.46 | |
| MUTEXBackbone Architecture=CLIP-H/142026.03 | 46.57 | 54.85 | 8.29 | |
| RolloutBackbone Architecture=CLIP-H/142026.03 | 44.64 | 54.02 | 9.37 | |
| CAAPBackbone Architecture=DINOv2-G/142026.03 | 44.42 | 82.04 | 37.62 | |
| Grad-CAMBackbone Architecture=CLIP-H/142026.03 | 43.9 | 54.91 | 11.01 | |
| TAMBackbone Architecture=CLIP-H/142026.03 | 43.26 | 58.45 | 15.19 | |
| CausalXBackbone Architecture=DeiT3-H/142026.03 | 41.69 | 60.09 | 18.4 | |
| T-AttrBackbone Architecture=CLIP-H/142026.03 | 41.07 | 57.55 | 16.48 | |
| TAMBackbone Architecture=DeiT3-H/142026.03 | 40.66 | 67.74 | 27.09 | |
| T-AttrBackbone Architecture=DeiT3-H/142026.03 | 40.3 | 67.09 | 26.78 | |
| CausalXBackbone Architecture=CLIP-H/142026.03 | 39.61 | 56.52 | 16.91 | |
| MDABackbone Architecture=CLIP-H/142026.03 | 38.62 | 58.08 | 19.47 | |
| Libra IxG+Backbone Architecture=DeiT3-H/142026.03 | 38.23 | 70.67 | 32.44 | |
| Libra IxG+Backbone Architecture=CLIP-H/142026.03 | 37.75 | 61.33 | 23.58 | |
| Grad-CAMBackbone Architecture=DeiT3-H/142026.03 | 35.53 | 64.04 | 28.51 | |
| CAAPBackbone Architecture=CLIP-H/142026.03 | 32.44 | 62.28 | 29.84 | |
| CAAPBackbone Architecture=DeiT3-H/142026.03 | 29.55 | 64.49 | 34.94 |