OOD detection on MVTec
96.5AUROCNCIS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NCIS2026.03 | 96.5 | 99.09 | 3.08 | 91.97 | |
| GCOS2026.03 | 95.61 | 99.08 | 23.08 | 93.47 | |
| No Reg.2026.03 | 94.86 | 98.91 | 27.69 | 84.64 | |
| Dream-OOD2026.03 | 94.69 | 98.6 | 27.69 | 85.76 | |
| VOS2026.03 | 80.37 | 95.83 | 70.77 | 86.21 | |
| ViM2026.03 | 60.8 | 77.54 | 95.09 | 68.73 | |
| ReAct2026.03 | 57.31 | 36.74 | 87.09 | 70.47 | |
| MSP2026.03 | 56.58 | 34.72 | 82.2 | 67.96 | |
| KL-Matching2026.03 | 56.29 | 34.55 | 83.62 | 68.41 | |
| GradNorm2026.03 | 55.62 | 76.35 | 99.08 | 67.81 | |
| MaxLogit2026.03 | 55.3 | 39.2 | 90.24 | 69.95 |