Attribution Performance Evaluation on Annotated Image Segmentation
81.72Pixel AccuracyFEX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FEXtraining_samples=1.3M, category=Ours2024.05 | 81.72 | 89.39 | 65.87 | |
| AttLRPcategory=Model-Specific2024.05 | 81.62 | 85.9 | 65.17 | |
| FEXtraining_samples=50k, category=Ours2024.05 | 78.62 | 67.14 | 46.85 | |
| GradSHAPcategory=Model-Agnostic2024.05 | 78.12 | 68.86 | 49.58 | |
| FastSHAPcategory=Amortized2024.05 | 76.74 | 67.49 | 48.11 | |
| GradCAMcategory=Model-Specific2024.05 | 67.86 | 73.11 | 44.58 | |
| IGcategory=Model-Agnostic2024.05 | 56.43 | 61.35 | 37.14 | |
| Randomcategory=Other2024.05 | 50.64 | 50.5 | 32.35 | |
| RISEcategory=Model-Agnostic2024.05 | 50.22 | 52.81 | 30.22 |