OOD detection on C-MNIST
99.5AUROCGCOS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GCOS2026.03 | 99.5 | 99.99 | 1 | 93.47 | |
| NCIS2026.03 | 96.72 | 99.93 | 24.5 | 91.97 | |
| ViM2026.03 | 96.54 | 96.8 | 19.26 | 68.73 | |
| Dream-OOD2026.03 | 96 | 99.91 | 25.5 | 85.76 | |
| VOS2026.03 | 94.71 | 99.87 | 18.5 | 86.21 | |
| GradNorm2026.03 | 93.62 | 94.09 | 36.74 | 67.81 | |
| MSP2026.03 | 92.1 | 89.88 | 21.12 | 67.96 | |
| KL-Matching2026.03 | 91.96 | 89.7 | 21.41 | 68.41 | |
| ReAct2026.03 | 89.41 | 86.6 | 24.69 | 70.47 | |
| MaxLogit2026.03 | 88.88 | 85.68 | 27.59 | 69.95 | |
| No Reg.2026.03 | 85.6 | 99.47 | 32.5 | 84.64 |