Explainable AI Evaluation on ImageNet Non-Balanced Class
0.613DelChefer
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CheferModel=ViT-L2026.04 | 0.613 | 0.636 | 0.094 | 0.234 | 0.245 | — | |
| ARModel=ViT-L2026.04 | 0.57 | 0.699 | 0 | 0.322 | 0.225 | 0.055 | |
| GMARModel=ViT-L2026.04 | 0.568 | 0.692 | 0 | 0.299 | 0.226 | 0.051 | |
| AttRModel=ViT-L2026.04 | 0.441 | 0.751 | 0.052 | 0.507 | 0.293 | 0.02 | |
| ARModel=ViT-B2026.04 | 0.412 | 0.658 | 0 | 0.287 | 0.231 | 0.038 | |
| GMARModel=ViT-B2026.04 | 0.409 | 0.658 | 0 | 0.284 | 0.233 | 0.04 | |
| DAPModel=ViT-L2026.04 | 0.398 | 0.795 | 0.367 | 0.756 | 0.342 | 0.1 | |
| GMARModel=ViT-S2026.04 | 0.33 | 0.586 | 0 | 0.137 | 0.245 | 0.037 | |
| ARModel=ViT-S2026.04 | 0.328 | 0.591 | 0 | 0.139 | 0.242 | 0.037 | |
| CheferModel=ViT-B2026.04 | 0.31 | 0.721 | 0.024 | 0.476 | 0.444 | — | |
| AttRModel=ViT-B2026.04 | 0.273 | 0.75 | 0.044 | 0.568 | 0.33 | 0.005 | |
| DAPModel=ViT-B2026.04 | 0.259 | 0.77 | 0.252 | 0.673 | 0.353 | 0.116 | |
| CheferModel=ViT-S2026.04 | 0.246 | 0.654 | 0.059 | 0.272 | 0.44 | — | |
| DAPModel=ViT-S2026.04 | 0.206 | 0.701 | 0.309 | 0.372 | 0.441 | 0.216 | |
| AttRModel=ViT-S2026.04 | 0.204 | 0.701 | 0.064 | 0.321 | 0.34 | 0.028 | |
| DAPModel=ViT-T2026.04 | 0.2 | 0.519 | 0.392 | 0.107 | 0.523 | 0.278 | |
| ARModel=ViT-T2026.04 | 0.185 | 0.533 | 0 | 0.133 | 0.242 | 0.058 | |
| GMARModel=ViT-T2026.04 | 0.182 | 0.531 | 0 | 0.125 | 0.24 | 0.064 | |
| CheferModel=ViT-T2026.04 | 0.161 | 0.546 | 0.091 | 0.13 | 0.566 | — | |
| AttRModel=ViT-T2026.04 | 0.11 | 0.627 | 0.102 | 0.222 | 0.318 | 0.048 |