Localization on ImageNet
70.26AUPR@1CAAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CAAPBackbone=DeiT3-B/162026.03 | 70.26 | 86.88 | 87.5 | |
| CAAPBackbone=DeiT3-H/142026.03 | 68.7 | 86.24 | 72.66 | |
| Grad-CAMBackbone=DeiT3-B/162026.03 | 66.84 | 86.85 | 66.41 | |
| Grad-CAMBackbone=DeiT3-H/142026.03 | 64.6 | 85.08 | 62.5 | |
| CAAPBackbone=Clip-B/162026.03 | 63.96 | 83.6 | 71.88 | |
| CAAPBackbone=CLIP-H/142026.03 | 63.05 | 81.3 | 65.63 | |
| ViT-CXBackbone=ViT-B/162026.03 | 62.87 | 82.34 | 67.19 | |
| ViT-CXBackbone=DeiT3-B/162026.03 | 62.86 | 78.92 | 65.62 | |
| TAMBackbone=DeiT3-B/162026.03 | 62.72 | 84.27 | 56.25 | |
| CAAPBackbone=ViT-B/162026.03 | 61.88 | 82.93 | 65.63 | |
| T-AttrBackbone=DeiT3-B/162026.03 | 60.34 | 82.23 | 53.12 | |
| TAMBackbone=DeiT3-H/142026.03 | 59.52 | 80.91 | 53.91 | |
| Libra IxG+Backbone=CLIP-H/142026.03 | 57.57 | 78.46 | 57.03 | |
| CAAPBackbone=DINOv2-G/142026.03 | 56.22 | 77.03 | 50.91 | |
| CAAPBackbone=DINOv2-B/142026.03 | 54.63 | 76.88 | 57.03 | |
| Libra IxG+Backbone=DeiT3-B/162026.03 | 54.16 | 79.75 | 45.31 | |
| ViT-CXBackbone=Clip-B/162026.03 | 54.13 | 74.43 | 59.38 | |
| T-AttrBackbone=Clip-B/162026.03 | 54.08 | 78.8 | 52.34 | |
| T-AttrBackbone=DeiT3-H/142026.03 | 54.06 | 80.76 | 28.91 | |
| TAMBackbone=Clip-B/162026.03 | 53 | 77.6 | 50 | |
| T-AttrBackbone=DINOv2-G/142026.03 | 52.91 | 76.06 | 46.88 | |
| CausalXBackbone=DeiT3-H/142026.03 | 52.49 | 76.23 | 50.78 | |
| Libra IxG+Backbone=DeiT3-H/142026.03 | 52.22 | 79.7 | 2.34 | |
| CausalXBackbone=CLIP-H/142026.03 | 51.98 | 75.55 | 58.59 | |
| Libra IxG+Backbone=Clip-B/162026.03 | 51.27 | 77.33 | 38.28 | |
| MDABackbone=CLIP-H/142026.03 | 48.22 | 70 | 30.77 | |
| Grad-CAMBackbone=DINOv2-G/142026.03 | 47.64 | 77.12 | 44.53 | |
| TAMBackbone=ViT-B/162026.03 | 47.52 | 76.79 | 28.12 | |
| MDABackbone=Clip-B/162026.03 | 46.9 | 72.86 | 33.07 | |
| TAMBackbone=CLIP-H/142026.03 | 46.87 | 73.12 | 42.19 | |
| Libra IxG+Backbone=DINOv2-G/142026.03 | 46.72 | 73.03 | 47.66 | |
| Libra IxG+Backbone=ViT-B/162026.03 | 46.63 | 73.36 | 46.88 | |
| Grad-CAMBackbone=ViT-B/162026.03 | 46.29 | 73.78 | 45.31 | |
| CausalXBackbone=DINOv2-G/142026.03 | 45.94 | 71.65 | 41.41 | |
| T-AttrBackbone=CLIP-H/142026.03 | 43.87 | 73.82 | 33.59 | |
| T-AttrBackbone=ViT-B/162026.03 | 43.33 | 74.48 | 35.16 | |
| MUTEXBackbone=DINOv2-G/142026.03 | 43.24 | 77.42 | 35.16 | |
| IxG+Backbone=Clip-B/162026.03 | 41.49 | 67.07 | 46.88 | |
| RolloutBackbone=CLIP-H/142026.03 | 41.4 | 71.28 | 37.5 | |
| IxG+Backbone=ViT-B/162026.03 | 41.26 | 67.79 | 42.19 | |
| MDABackbone=DINOv2-G/142026.03 | 40.89 | 64.86 | 13.21 | |
| MUTEXBackbone=ViT-B/162026.03 | 40.56 | 71.89 | 32.81 | |
| TAMBackbone=DINOv2-G/142026.03 | 40.35 | 71.75 | 28.12 | |
| MUTEXBackbone=CLIP-H/142026.03 | 39.4 | 69.56 | 39.84 | |
| Grad-CAMBackbone=CLIP-H/142026.03 | 39.31 | 71.89 | 27.34 | |
| IxG+Backbone=DINOv2-G/142026.03 | 39.26 | 67.08 | 39.06 | |
| RolloutBackbone=Clip-B/162026.03 | 39.24 | 68.69 | 28.91 | |
| MUTEXBackbone=Clip-B/162026.03 | 39.13 | 69.5 | 32.03 | |
| MUTEXBackbone=DeiT3-H/142026.03 | 38.87 | 69.99 | 19.53 | |
| IxG+Backbone=DeiT3-B/162026.03 | 38.27 | 70.59 | 13.28 | |
| MDABackbone=DeiT3-B/162026.03 | 37.37 | 69.49 | 17.19 | |
| T-AttrBackbone=DINOv2-B/142026.03 | 37.08 | 71.1 | 42.19 | |
| Grad-CAMBackbone=DINOv2-B/142026.03 | 37.07 | 72.09 | 46.09 | |
| ViT-CXBackbone=DINOv2-B/142026.03 | 36.43 | 70.02 | 51.56 | |
| TAMBackbone=DINOv2-B/142026.03 | 35.85 | 69.98 | 32.03 | |
| MDABackbone=ViT-B/162026.03 | 35.26 | 67.56 | 17.19 | |
| IxG+Backbone=DeiT3-H/142026.03 | 34.94 | 69.09 | 8.59 | |
| MUTEXBackbone=DeiT3-B/162026.03 | 34.76 | 67.43 | 25.78 | |
| MUTEXBackbone=DINOv2-B/142026.03 | 34.73 | 70.28 | 27.34 | |
| Libra IxG+Backbone=DINOv2-B/142026.03 | 34.45 | 69.43 | 27.34 | |
| Grad-CAMBackbone=Clip-B/162026.03 | 34.26 | 66.35 | 22.66 | |
| IxG+Backbone=DINOv2-B/142026.03 | 34.15 | 67.99 | 40.62 | |
| MDABackbone=DINOv2-B/142026.03 | 33.88 | 68.75 | 25.2 | |
| RolloutBackbone=DINOv2-G/142026.03 | 33.66 | 65.9 | 38.28 | |
| RolloutBackbone=DINOv2-B/142026.03 | 33.34 | 67.76 | 36.72 | |
| IxG+Backbone=CLIP-H/142026.03 | 32.55 | 68.64 | 22.66 | |
| RolloutBackbone=DeiT3-B/162026.03 | 32.41 | 67.86 | 11.72 | |
| RolloutBackbone=ViT-B/162026.03 | 31.62 | 65.91 | 14.84 | |
| MDABackbone=DeiT3-H/142026.03 | 31.18 | 66.16 | 14.17 | |
| RolloutBackbone=DeiT3-H/142026.03 | 28.49 | 64.97 | 2.34 |