Out-of-Distribution Detection on ImageNet-1K ResNet-50 (test)
78.22Near-OOD AUROCASH
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ASHBackbone=ResNet-50, Tuning Method=Proposed tuning without OOD data2026.02 | 78.22 | 95.26 | 76.18 | |
| ASHBackbone=ResNet-50, Tuning Method=OpenOOD Tuning (OpenImage-O)2026.02 | 78.17 | 95.74 | 76.18 | |
| PLFBackbone=ResNet-50, Tuning Method=Proposed tuning without OOD data2026.02 | 78.08 | 91.9 | 76.18 | |
| VRABackbone=ResNet-50, Tuning Method=OpenOOD Tuning (OpenImage-O)2026.02 | 77.75 | 94.89 | 76.18 | |
| ReActBackbone=ResNet-50, Tuning Method=Proposed tuning without OOD data2026.02 | 77.44 | 92.64 | 76.18 | |
| ReActBackbone=ResNet-50, Tuning Method=OpenOOD Tuning (OpenImage-O)2026.02 | 77.38 | 93.67 | 76.18 | |
| PLFBackbone=ResNet-50, Tuning Method=OpenOOD Tuning (OpenImage-O)2026.02 | 76.82 | 95.27 | 76.18 | |
| VRABackbone=ResNet-50, Tuning Method=Proposed tuning without OOD data2026.02 | 75.29 | 91.85 | 76.18 | |
| KNNBackbone=ResNet-50, Tuning Method=Proposed tuning without OOD data2026.02 | 71.48 | 89.93 | 76.18 | |
| KNNBackbone=ResNet-50, Tuning Method=OpenOOD Tuning (OpenImage-O)2026.02 | 71.1 | 90.18 | 76.18 |