Attribution Performance Evaluation on ImageNet 5,000 images (val)
0.635Positive AUCRandom
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Randomcategory=Other2024.05 | 0.635 | 0.579 | |
| GradCAMcategory=Model-Specific2024.05 | 0.5539 | 0.5546 | |
| RISEcategory=Model-Agnostic2024.05 | 0.504 | 0.7229 | |
| GradSHAPcategory=Model-Agnostic2024.05 | 0.4599 | 0.7067 | |
| FastSHAPcategory=Amortized2024.05 | 0.4591 | 0.7084 | |
| IGcategory=Model-Agnostic2024.05 | 0.4276 | 0.7216 | |
| AttLRPcategory=Model-Specific2024.05 | 0.3652 | 0.7092 | |
| FEXtraining_samples=50k, category=Ours2024.05 | 0.3573 | 0.6892 | |
| FEXtraining_samples=1.3M, category=Ours2024.05 | 0.3221 | 0.7296 |