OOD Detection on OpenOOD CIFAR10 (Near and Far OOD Evaluation)
94.91AUROC (Near-OOD)TANL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TANLTraining Requirement=Training-free, Adaptation Strategy=Test-time adaptation2026.03 | 94.91 | 19.31 | 2.43 | 99.26 | |
| PixMix + RotPredTraining Requirement=Training required (or fine-tuning)2026.03 | 94.86 | — | — | 98.18 | |
| OE + MSPTraining Requirement=Training required (or fine-tuning)2026.03 | 94.82 | — | — | 96 | |
| AdaNegTraining Requirement=Training-free, Adaptation Strategy=Test-time adaptation2026.03 | 94.78 | 20.4 | 2.79 | 99.26 | |
| NegLabelTraining Requirement=Training-free, Adaptation Strategy=Non-adaptive2026.03 | 94.58 | 28.75 | 6.6 | 98.39 | |
| PixMix + KNNTraining Requirement=Training required (or fine-tuning)2026.03 | 93.1 | — | — | 95.94 | |
| MCMTraining Requirement=Training-free, Adaptation Strategy=Non-adaptive2026.03 | 91.92 | 30.86 | 17.99 | 95.54 |