Fine-grained Image Classification Attribution on CUB-200 2011 (val)
16.93Deletion AUCIntegrated Gradients
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Integrated Gradients2025.04 | 16.93 | 52.63 | 28.32 | |
| LIME2025.04 | 10.7 | 68.12 | 9.48 | |
| Kernel SHAP2025.04 | 10.16 | 67.63 | 14.52 | |
| LIMASub-region division algorithm=Segment Anything2025.04 | 8.29 | 71.06 | 34.2 | |
| Grad-CAM2025.04 | 8.1 | 72.24 | 14.86 | |
| Saliency2025.04 | 6.82 | 65.85 | 14.09 | |
| RISE2025.04 | 6.65 | 71.93 | 23.7 | |
| HSIC-Attribution2025.04 | 6.47 | 68.43 | 34.35 | |
| Previous work2025.04 | 6.13 | 72.62 | — | |
| LIMASub-region division algorithm=SLICO2025.04 | 5.6 | 77.48 | 35.47 |