Attribution Localization on ImageNet-1K ILSVRC2012 (val)
71.21AUPR 1CAAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CAAPBackbone=DeiT3-L/162026.03 | 71.21 | 86.93 | 82.81 | |
| Grad-CAMBackbone=DeiT3-L/162026.03 | 67.25 | 85.64 | 70.31 | |
| CAAPBackbone=CLIP-L/142026.03 | 66.42 | 84.86 | 74.22 | |
| CAAPBackbone=ViT-L/162026.03 | 63.4 | 83.4 | 73.44 | |
| TAMBackbone=DeiT3-L/162026.03 | 62.34 | 82.35 | 57.03 | |
| T-AttrBackbone=DeiT3-L/162026.03 | 60.9 | 81.13 | 34.38 | |
| ViT-CXBackbone=DeiT3-L/162026.03 | 57.88 | 77.61 | 52.34 | |
| TAMBackbone=CLIP-L/142026.03 | 57.01 | 77.66 | 54.69 | |
| Libra IxG+Backbone=DeiT3-L/162026.03 | 56.53 | 80.7 | 39.06 | |
| ViT-CXBackbone=ViT-L/162026.03 | 56.35 | 78.97 | 53.12 | |
| Grad-CAMBackbone=CLIP-L/142026.03 | 53.34 | 75.29 | 56.25 | |
| CAAPBackbone=DINOv2-L/142026.03 | 52.76 | 76.68 | 41.41 | |
| Grad-CAMBackbone=ViT-L/162026.03 | 52.75 | 78.83 | 50 | |
| MUTEXBackbone=DeiT3-L/162026.03 | 51.46 | 77.87 | 48.44 | |
| Libra IxG+Backbone=CLIP-L/142026.03 | 51.09 | 77.9 | 36.72 | |
| T-AttrBackbone=CLIP-L/142026.03 | 51 | 75.27 | 40.62 | |
| Grad-CAMBackbone=DINOv2-L/142026.03 | 50.1 | 77.52 | 43.75 | |
| ViT-CXBackbone=CLIP-L/142026.03 | 49.89 | 73.12 | 50.78 | |
| TAMBackbone=ViT-L/162026.03 | 49.52 | 74.59 | 41.41 | |
| Libra IxG+Backbone=ViT-L/162026.03 | 49.04 | 74.42 | 50.78 | |
| ViT-CXBackbone=DINOv2-L/142026.03 | 47.76 | 72.29 | 45.31 | |
| MUTEXBackbone=CLIP-L/142026.03 | 46.81 | 75.21 | 39.84 | |
| MUTEXBackbone=ViT-L/162026.03 | 46.61 | 73.48 | 35.16 | |
| MUTEXBackbone=DINOv2-L/142026.03 | 43.96 | 77.74 | 35.16 | |
| MDABackbone=CLIP-L/142026.03 | 43.82 | 72.31 | 32.28 | |
| TAMBackbone=DINOv2-L/142026.03 | 43.62 | 72.91 | 34.38 | |
| IxG+Backbone=CLIP-L/142026.03 | 43.18 | 69.07 | 49.22 | |
| MDABackbone=DINOv2-L/142026.03 | 41.33 | 69.3 | 26.98 | |
| T-AttrBackbone=DINOv2-L/142026.03 | 40.23 | 72.22 | 36.72 | |
| T-AttrBackbone=ViT-L/162026.03 | 38.74 | 72.64 | 20.31 | |
| Libra IxG+Backbone=DINOv2-L/142026.03 | 38.73 | 71.19 | 35.94 | |
| IxG+Backbone=DeiT3-L/162026.03 | 38.1 | 72.81 | 10.94 | |
| IxG+Backbone=DINOv2-L/142026.03 | 37.91 | 66.24 | 39.84 | |
| RolloutBackbone=CLIP-L/142026.03 | 37.75 | 68.25 | 32.81 | |
| IxG+Backbone=ViT-L/162026.03 | 34.54 | 67.3 | 31.25 | |
| RolloutBackbone=DINOv2-L/142026.03 | 34.31 | 66.23 | 33.59 | |
| MDABackbone=DeiT3-L/162026.03 | 34.03 | 67.16 | 13.28 | |
| MDABackbone=ViT-L/162026.03 | 30.63 | 64.73 | 14.17 | |
| RolloutBackbone=DeiT3-L/162026.03 | 29.4 | 64.95 | 3.12 | |
| RolloutBackbone=ViT-L/162026.03 | 27.7 | 61.81 | 14.84 |