Out-of-Distribution Detection on LSUN
0.975AUROCCSI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CSINetwork=ResNet-182020.07 | 0.975 | — | — | — | — | |
| Rot+TransNetwork=ResNet-182020.07 | 0.928 | — | — | — | — | |
| DIRECTORbase_configuration=KEP-2/72026.02 | 0.9139 | 0.9363 | — | — | — | |
| KFLLA2026.02 | 0.9077 | 0.9261 | — | — | — | |
| DIRECTORbase_configuration=KEP-1/72026.02 | 0.8938 | 0.9208 | — | — | — | |
| GOADNetwork=ResNet-182020.07 | 0.893 | — | — | — | — | |
| RotNetwork=ResNet-182020.07 | 0.892 | — | — | — | — | |
| MCD2026.02 | 0.8841 | 0.9119 | — | — | — | |
| ViT2026.02 | 0.8841 | 0.9119 | — | — | — | |
| Deep ens. (LPBN)2020.07 | 0.884 | — | — | — | — | |
| KEP-2/72026.02 | 0.8835 | 0.9118 | — | — | — | |
| LPBNaveraging=false2020.07 | 0.883 | — | — | — | — | |
| SVDKL2026.02 | 0.8781 | 0.906 | — | — | — | |
| DIRECTORbase_configuration=KEP-7/72026.02 | 0.8684 | 0.9005 | — | — | — | |
| LPBN2020.07 | 0.862 | — | — | — | — | |
| KEP-1/72026.02 | 0.8564 | 0.8898 | — | — | — | |
| LP HNET2020.07 | 0.842 | — | — | — | — | |
| MC-Dropout2020.07 | 0.842 | — | — | — | — | |
| DIRECTORbase_configuration=ViT2026.02 | 0.8397 | 0.887 | — | — | — | |
| SWAG2020.07 | 0.839 | — | — | — | — | |
| Deep ens.2020.07 | 0.836 | — | — | — | — | |
| BatchEnsemble2020.07 | 0.828 | — | — | — | — | |
| PEFT‡Pre-trained model=OpenCLIP2025.09 | 0.8129 | — | 88.45 | 70.49 | 69.5 | |
| Dropoutmode=Mean2020.07 | 0.807 | — | — | — | — | |
| Base2020.07 | 0.798 | — | — | — | — | |
| OCL2025.09 | 0.7914 | — | 86.56 | 66.58 | 75.07 | |
| PEFT†Pre-trained model=CLIP2025.09 | 0.7816 | — | 86.32 | 65.86 | 75.45 | |
| KEP-7/72026.02 | 0.7701 | 0.8242 | — | — | — | |
| OE2025.09 | 0.7681 | — | 85.33 | 60.94 | 83.79 | |
| SGPA2026.02 | 0.6734 | 0.7676 | — | — | — |