Attribution Faithfulness on ImageNet-1K ILSVRC 2012 (val)
68.12Deletion ScoreIxG+
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| IxG+Backbone=DINOv2-L/142026.03 | 68.12 | 73.45 | 5.33 | |
| RolloutBackbone=ViT-L/162026.03 | 67.69 | 56.11 | -11.58 | |
| IxG+Backbone=ViT-L/162026.03 | 64.75 | 59.21 | -5.54 | |
| T-AttrBackbone=DINOv2-L/142026.03 | 63.23 | 73.82 | 10.59 | |
| RolloutBackbone=DINOv2-L/142026.03 | 63.1 | 73.97 | 10.86 | |
| IxG+Backbone=CLIP-L/142026.03 | 61.87 | 70.56 | 8.69 | |
| Libra IxG+Backbone=DINOv2-L/142026.03 | 60.8 | 74.99 | 14.18 | |
| RolloutBackbone=CLIP-L/142026.03 | 60.08 | 64.9 | 4.82 | |
| RolloutBackbone=DeiT3-L/162026.03 | 58.8 | 53.27 | -5.54 | |
| MDABackbone=ViT-L/162026.03 | 57.02 | 62.12 | 5.1 | |
| TAMBackbone=DINOv2-L/142026.03 | 54.83 | 77.52 | 22.68 | |
| T-AttrBackbone=ViT-L/162026.03 | 53.99 | 68.75 | 14.77 | |
| MUTEXBackbone=DINOv2-L/142026.03 | 53.06 | 76.32 | 23.26 | |
| IxG+Backbone=DeiT3-L/162026.03 | 52.16 | 65.08 | 12.92 | |
| Libra IxG+Backbone=ViT-L/162026.03 | 51.92 | 71.14 | 19.22 | |
| MUTEXBackbone=ViT-L/162026.03 | 50.84 | 68.6 | 17.76 | |
| ViT-CXBackbone=CLIP-L/142026.03 | 50.27 | 69.65 | 19.38 | |
| T-AttrBackbone=CLIP-L/142026.03 | 50.2 | 72.35 | 22.15 | |
| TAMBackbone=ViT-L/162026.03 | 49.86 | 69.52 | 19.71 | |
| ViT-CXBackbone=DINOv2-L/142026.03 | 49.5 | 78.02 | 28.51 | |
| Grad-CAMBackbone=DINOv2-L/142026.03 | 49.36 | 76.01 | 26.65 | |
| MDABackbone=DINOv2-L/142026.03 | 49.2 | 76.95 | 27.75 | |
| Grad-CAMBackbone=ViT-L/162026.03 | 48.99 | 70.4 | 21.4 | |
| MUTEXBackbone=CLIP-L/142026.03 | 48.75 | 70.85 | 22.11 | |
| ViT-CXBackbone=ViT-L/162026.03 | 48.57 | 71.36 | 22.79 | |
| MDABackbone=DeiT3-L/162026.03 | 47.49 | 54.52 | 7.02 | |
| Grad-CAMBackbone=CLIP-L/142026.03 | 46.74 | 73.19 | 26.46 | |
| MDABackbone=CLIP-L/142026.03 | 46.56 | 70.31 | 23.74 | |
| TAMBackbone=CLIP-L/142026.03 | 46.25 | 73.69 | 27.44 | |
| Libra IxG+Backbone=CLIP-L/142026.03 | 44.27 | 75.24 | 30.97 | |
| CAAPBackbone=DINOv2-L/142026.03 | 43.11 | 80.09 | 36.98 | |
| CAAPBackbone=ViT-L/162026.03 | 42.67 | 73.42 | 30.75 | |
| MUTEXBackbone=DeiT3-L/162026.03 | 39.14 | 64.77 | 25.62 | |
| ViT-CXBackbone=DeiT3-L/162026.03 | 38.56 | 58.99 | 20.43 | |
| T-AttrBackbone=DeiT3-L/162026.03 | 37.36 | 66.48 | 29.12 | |
| TAMBackbone=DeiT3-L/162026.03 | 35.88 | 67.78 | 31.9 | |
| CAAPBackbone=CLIP-L/142026.03 | 34.35 | 75.88 | 41.52 | |
| Libra IxG+Backbone=DeiT3-L/162026.03 | 33.72 | 69.49 | 35.77 | |
| Grad-CAMBackbone=DeiT3-L/162026.03 | 31.81 | 62.18 | 30.37 | |
| CAAPBackbone=DeiT3-L/162026.03 | 31.56 | 64.84 | 33.28 |