Attribution Faithfulness on ImageNet
51.77Deletion ScoreRollout
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RolloutBackbone=DeiT3-S/162026.03 | 51.77 | 52.32 | 0.54 | — | |
| IxG+Backbone=DINOv2-S/142026.03 | 50.67 | 61.95 | 11.28 | — | |
| IxG+Backbone=DeiT3-S/162026.03 | 50.63 | 59.43 | 8.81 | — | |
| IxG+Backbone=ViT-S/162026.03 | 45.73 | 51.75 | 6.01 | — | |
| RolloutBackbone=ViT-S/162026.03 | 43.36 | 50.29 | 6.93 | — | |
| MUTEXBackbone=DeiT3-S/162026.03 | 43.21 | 59.95 | 16.74 | — | |
| MUTEXBackbone=DINOv2-S/142026.03 | 42.51 | 60.55 | 18.04 | — | |
| MDABackbone=DeiT3-S/162026.03 | 40.97 | 57.86 | 16.89 | — | |
| RolloutBackbone=DINOv2-S/142026.03 | 40.01 | 64.05 | 24.04 | — | |
| MUTEXBackbone=ViT-S/162026.03 | 38.46 | 55.48 | 17.02 | — | |
| MDABackbone=ViT-S/162026.03 | 38.09 | 54.93 | 16.84 | — | |
| Libra IxG+Backbone=DINOv2-S/142026.03 | 36.94 | 66.86 | 29.92 | — | |
| Libra IxG+Backbone=DeiT3-S/162026.03 | 35.72 | 66.88 | 31.17 | — | |
| MDABackbone=DINOv2-S/142026.03 | 34.53 | 66.46 | 31.93 | — | |
| T-AttrBackbone=DINOv2-S/142026.03 | 34.39 | 66.21 | 31.82 | — | |
| ViT-CXBackbone=DeiT3-S/162026.03 | 33.98 | 63.77 | 29.79 | — | |
| ViT-CXBackbone=DINOv2-S/142026.03 | 33.44 | 66.93 | 33.49 | — | |
| T-AttrBackbone=DeiT3-S/162026.03 | 33.29 | 65.7 | 32.41 | — | |
| Libra IxG+Backbone=ViT-S/162026.03 | 32.7 | 62.25 | 29.55 | — | |
| TAMBackbone=DINOv2-S/142026.03 | 31.74 | 69.2 | 37.45 | — | |
| TAMBackbone=DeiT3-S/162026.03 | 31.72 | 66.55 | 34.82 | — | |
| Grad-CAMBackbone=DINOv2-S/142026.03 | 30.94 | 68.28 | 37.35 | — | |
| Grad-CAMBackbone=ViT-S/162026.03 | 30.7 | 61.41 | 30.71 | — | |
| T-AttrBackbone=ViT-S/162026.03 | 30.23 | 60.06 | 29.83 | — | |
| TAMBackbone=ViT-S/162026.03 | 30.11 | 61.52 | 31.41 | — | |
| CAAPBackbone=DINOv2-S/142026.03 | 29.14 | 69.9 | 40.76 | — | |
| ViT-CXBackbone=ViT-S/162026.03 | 28.84 | 61.42 | 32.58 | — | |
| Grad-CAMBackbone=DeiT3-S/162026.03 | 27.35 | 67.17 | 39.83 | — | |
| CAAPBackbone=ViT-S/162026.03 | 27.25 | 64.19 | 36.94 | — | |
| CAAPBackbone=DeiT3-S/162026.03 | 26.66 | 68.23 | 34.75 | — | |
| ArchModel=VGG2026.04 | — | — | — | 0.009 | |
| ArchModel=ResNet2026.04 | — | — | — | -0.044 | |
| ArchModel=DenseNet2026.04 | — | — | — | 0.059 | |
| ArchModel=MobileNet2026.04 | — | — | — | 0.02 | |
| CAFOModel=VGG2026.04 | — | — | — | -0.007 | |
| CAFOModel=ResNet2026.04 | — | — | — | 0.004 | |
| CAFOModel=DenseNet2026.04 | — | — | — | -0.037 | |
| CAFOModel=MobileNet2026.04 | — | — | — | -0.001 | |
| CASOModel=VGG2026.04 | — | — | — | -0.001 | |
| CASOModel=ResNet2026.04 | — | — | — | 0.004 | |
| CASOModel=DenseNet2026.04 | — | — | — | -0.032 | |
| CASOModel=MobileNet2026.04 | — | — | — | 0 | |
| H-SetsModel=VGG2026.04 | — | — | — | 0.009 | |
| H-SetsModel=ResNet2026.04 | — | — | — | 0.251 | |
| H-SetsModel=DenseNet2026.04 | — | — | — | 0.034 | |
| H-SetsModel=MobileNet2026.04 | — | — | — | 0.021 | |
| IGModel=VGG2026.04 | — | — | — | -0.017 | |
| IGModel=ResNet2026.04 | — | — | — | -0.016 | |
| IGModel=DenseNet2026.04 | — | — | — | -0.005 | |
| IGModel=MobileNet2026.04 | — | — | — | -0.015 | |
| MoXIModel=VGG2026.04 | — | — | — | 0.007 | |
| MoXIModel=ResNet2026.04 | — | — | — | -0.024 | |
| MoXIModel=DenseNet2026.04 | — | — | — | 0.012 | |
| MoXIModel=MobileNet2026.04 | — | — | — | 0.011 |