Attribution on COCO (val)
49.2Relevance RankGradient SHAP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Gradient SHAPModel=DINO2025.11 | 49.2 | 48.5 | 10.202 | 57.3 | |
| Integrated GradsModel=DINO2025.11 | 49.2 | 48.4 | 10.239 | 56.1 | |
| Gradient SHAPModel=DINO (ViT-B/16)2025.11 | 49.2 | 48.5 | 10.202 | 57.3 | |
| Integrated GradsModel=DINO (ViT-B/16)2025.11 | 49.2 | 48.4 | 10.239 | 56.1 | |
| Extremal ContourModel=DINO2025.11 | 48.1 | 65.2 | 8.665 | 88.9 | |
| Extremal ContourModel=DINO (ViT-B/16)2025.11 | 48.1 | 65.2 | 8.665 | 88.9 | |
| Extremal ContourModel=Supervised2025.11 | 47.8 | 60.2 | 8.99 | 84.3 | |
| Extremal ContourModel=Supervised (ResNet-50)2025.11 | 47.8 | 60.2 | 8.99 | 84.3 | |
| Smooth MaskModel=Supervised2025.11 | 46.2 | 51.4 | 8.655 | 91 | |
| Smooth MaskModel=Supervised (ResNet-50)2025.11 | 46.2 | 51.4 | 8.655 | 91 | |
| Grad-CAM++Model=Supervised2025.11 | 46 | 46.5 | 9.518 | 70.8 | |
| Grad-CAM++Model=Supervised (ResNet-50)2025.11 | 46 | 46.5 | 8.947 | 70.8 | |
| Smooth MaskModel=DINO2025.11 | 45.4 | 53.8 | 8.658 | 91 | |
| Smooth MaskModel=DINO (ViT-B/16)2025.11 | 45.4 | 53.8 | 8.658 | 91 | |
| Grad-CAM++Model=DINO2025.11 | 43.4 | 43.2 | 9.993 | 65.1 | |
| Grad-CAM++Model=DINO (ViT-B/16)2025.11 | 43.4 | 43.2 | 9.993 | 65.1 | |
| Integrated GradsModel=Supervised2025.11 | 43.2 | 42.3 | 10.165 | 58.4 | |
| Integrated GradsModel=Supervised (ResNet-50)2025.11 | 43.2 | 42.3 | 10.165 | 58.4 | |
| Gradient SHAPModel=Supervised2025.11 | 43 | 41.8 | 10.145 | 59.4 | |
| Gradient SHAPModel=Supervised (ResNet-50)2025.11 | 43 | 41.8 | 10.145 | 59.4 |