Visual Explanation on ImageNet
40.43AUC-DSCAN
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SCANModel Architecture=DINO2026.03 | 40.43 | 60.13 | 19.7 | — | — | — | |
| SCANModel Architecture=ConvNeXt-s2026.03 | 39.79 | 69.24 | 29.45 | — | — | — | |
| Att. CAMBackbone=ViT-b162026.03 | 38.52 | 47.24 | 8.72 | 45.99 | 7.77 | 10.91 | |
| Expl.Backbone=ViT-b162026.03 | 37.13 | 54.16 | 17.03 | 85.87 | 24.16 | 3.05 | |
| SCANBackbone=ViT-b162026.03 | 36.87 | 49.29 | 12.42 | 65.33 | 27.15 | 11.22 | |
| RolloutBackbone=ViT-b162026.03 | 33.05 | 53.1 | 20.05 | 53.98 | 23.42 | 16.62 | |
| LIMEBackbone=ViT-b162026.03 | 32.55 | 47.56 | 15.01 | 38.26 | 21.62 | 34.71 | |
| SCANModel Architecture=DeiT2026.03 | 32.44 | 61.1 | 28.66 | — | — | — | |
| SCANModel Architecture=VGG162026.03 | 30.98 | 43 | 12.02 | — | — | — | |
| Part. LRPBackbone=ViT-b162026.03 | 30.85 | 50.49 | 19.64 | 84.86 | 29.42 | 4.5 | |
| LayerCAMModel Architecture=VGG162026.03 | 29.34 | 33.59 | 4.25 | — | — | — | |
| RISEBackbone=ViT-b162026.03 | 28.88 | 44.16 | 15.28 | 40.98 | 24.66 | 31.22 | |
| LIMEModel Architecture=DINO2026.03 | 28.84 | 49.98 | 21.13 | — | — | — | |
| LIMEModel Architecture=VGG162026.03 | 24.82 | 38.07 | 13.25 | — | — | — | |
| LIMEModel Architecture=ConvNeXt-s2026.03 | 22.62 | 62.64 | 40.02 | — | — | — | |
| LayerCAMModel Architecture=ConvNeXt-s2026.03 | 21.72 | 55.35 | 33.63 | — | — | — | |
| Raw Attn.Backbone=ViT-b162026.03 | 21.56 | 45.55 | 23.99 | 68.26 | 26.18 | 9.31 | |
| Expl.Model Architecture=DeiT2026.03 | 17.6 | 47.62 | 30.02 | — | — | — | |
| Expl.Model Architecture=DINO2026.03 | 17.44 | 41.06 | 23.62 | — | — | — | |
| LIMEModel Architecture=DeiT2026.03 | 15.3 | 46.8 | 31.5 | — | — | — | |
| GradCAMBackbone=ViT-b162026.03 | 7.46 | 41.52 | 34.06 | 72.92 | 28.93 | 8.38 | |
| LRPBackbone=ViT-b162026.03 | 1.55 | 43.49 | 41.94 | 40.93 | 16.14 | 29.97 |