Explainable AI Evaluation on PASCAL VOC Subset 2012
46.8IoUWinsor-CAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Winsor-CAMBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images, p-value selection=optimal per-image2025.07 | 46.8 | 0.059 | 65.6 | 19.7 | |
| FullGradBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 43.3 | 0.072 | 58.8 | 25.1 | |
| LayerCAMBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 39.2 | 0.069 | 61.5 | 24.7 | |
| Grad-CAMBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 39 | 0.074 | 62.3 | 24.2 | |
| ShapleyCAMBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 39 | 0.074 | 62.3 | 24.2 | |
| Grad-CAM++Backbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 38.2 | 0.071 | 61.2 | 25.5 | |
| AblationCAMBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 33.4 | 0.101 | 59.4 | 27.5 | |
| ScoreCAMBackbone=DenseNet121, Aggregation=mean aggregation, Interpolation=bilinear interpolation, Data Selection=correctly classified images2025.07 | 30.5 | 0.092 | 57.5 | 30.5 |