OOD Detection on Stanford Dogs
99.55AUROCGCOS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| GCOS2026.03 | 99.55 | 99.91 | 0 | 93.47 | — | — | — | — | — | |
| NCIS2026.03 | 99.35 | 99.87 | 10 | 91.97 | — | — | — | — | — | |
| VOS2026.03 | 99.25 | 99.85 | 5 | 86.21 | — | — | — | — | — | |
| No Reg.2026.03 | 88.35 | 97.72 | 80 | 84.64 | — | — | — | — | — | |
| Dream-OOD2026.03 | 79 | 94.76 | 80 | 85.76 | — | — | — | — | — | |
| MaxLogit2026.03 | 58.42 | 14.27 | 93.69 | 69.95 | — | — | — | — | — | |
| ReAct2026.03 | 57.77 | 14.08 | 94.04 | 70.47 | — | — | — | — | — | |
| GradNorm2026.03 | 57.13 | 91.4 | 94 | 67.81 | — | — | — | — | — | |
| KL-Matching2026.03 | 56.39 | 13.82 | 93.11 | 68.41 | — | — | — | — | — | |
| MSP2026.03 | 56.15 | 13.81 | 96.96 | 67.96 | — | — | — | — | — | |
| ViM2026.03 | 40.5 | 87.23 | 99 | 68.73 | — | — | — | — | — | |
| +GRPOModel=Qwen2.5-VL-7B2026.04 | — | — | — | — | 42.9 | — | — | — | — | |
| +SFTModel=Qwen2.5-VL-7B2026.04 | — | — | — | — | 34.9 | — | — | — | — | |
| CE2026.05 | — | — | — | — | — | — | 94.32 | 82.29 | 66.16 | |
| DAEDL2026.05 | — | — | — | — | — | — | 94.62 | 82.1 | 77.79 | |
| DAPPr2026.05 | — | — | — | — | — | — | 95.47 | 82.37 | 78.76 | |
| EDL2026.05 | — | — | — | — | — | — | 93.87 | 77.14 | 74.28 | |
| Ensemble2026.05 | — | — | — | — | — | — | 96.79 | 85.75 | 75.89 | |
| Ensemble + DAPPr2026.05 | — | — | — | — | — | — | 96.97 | 86.44 | 85.71 | |
| F-EDL2026.05 | — | — | — | — | — | — | 95.14 | 82.59 | 70.69 | |
| I-EDL2026.05 | — | — | — | — | — | — | 93.92 | 77.42 | 74.32 | |
| MC Dropout2026.05 | — | — | — | — | — | — | 90.07 | 73.26 | 51.51 | |
| MSP (Cls-Preserving)Model=ResNet-502026.04 | — | — | — | — | 0 | — | — | — | — | |
| MSP (Cls-Preserving)Model=ViT-H2026.04 | — | — | — | — | 1.7 | — | — | — | — | |
| MSP (Cls-Preserving)Model=ViT-L2026.04 | — | — | — | — | — | 0 | — | — | — | |
| MSP (Cls-Preserving)Model=ViT-B2026.04 | — | — | — | — | — | 0 | — | — | — | |
| MSP (Disc-Optimized)Model=ViT-L2026.04 | — | — | — | — | — | 32.6 | — | — | — | |
| MSP (Disc-Optimized)Model=ViT-B2026.04 | — | — | — | — | — | 41.7 | — | — | — | |
| MSP (Disc-Optimized†)Model=ResNet-502026.04 | — | — | — | — | 30.3 | — | — | — | — | |
| MSP (Disc-Optimized†)Model=ViT-H2026.04 | — | — | — | — | 33.1 | — | — | — | — | |
| R-EDL2026.05 | — | — | — | — | — | — | 95.08 | 82.03 | 78.71 | |
| RS-NN2026.05 | — | — | — | — | — | — | 93.31 | 81.33 | 67.92 | |
| VIM (Cls-Preserving)Model=ResNet-502026.04 | — | — | — | — | 0 | — | — | — | — | |
| VIM (Cls-Preserving)Model=ViT-H2026.04 | — | — | — | — | 0 | — | — | — | — | |
| VIM (Cls-Preserving)Model=ViT-L2026.04 | — | — | — | — | — | 0 | — | — | — | |
| VIM (Cls-Preserving)Model=ViT-B2026.04 | — | — | — | — | — | 0 | — | — | — | |
| VIM (Disc-Optimized)Model=ViT-L2026.04 | — | — | — | — | — | 0 | — | — | — | |
| VIM (Disc-Optimized)Model=ViT-B2026.04 | — | — | — | — | — | 6.9 | — | — | — | |
| VIM (Disc-Optimized†)Model=ResNet-502026.04 | — | — | — | — | 6.9 | — | — | — | — | |
| VIM (Disc-Optimized†)Model=ViT-H2026.04 | — | — | — | — | 32 | — | — | — | — | |
| Zero-Shot‡Model=Qwen2.5-VL-7B2026.04 | — | — | — | — | 33.7 | — | — | — | — |