Out-of-Distribution Detection on CIFAR-100 Near-OOD (test)
70.76DS F1 ScoreSURE+
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SURE+Training strategy=RegPixMix (SURE+), Post-hoc score=ReAct, Backbone=ResNet-182026.03 | 70.76 | 169.02 | |
| SURE+Training strategy=RegPixMix (SURE+), Post-hoc score=MSP, Backbone=ResNet-182026.03 | 70.67 | 173.45 | |
| SURE+Training strategy=RegPixMix (SURE+), Post-hoc score=SIRC, Backbone=ResNet-182026.03 | 70.67 | 170.28 | |
| RegMixupTraining strategy=RegMixup, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 68.77 | 184.32 | |
| SURETraining strategy=SURE, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 68.07 | 199.05 | |
| MixupTraining strategy=Mixup, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 67.86 | 199.15 | |
| BasicTraining strategy=Basic, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 67.42 | 202.38 | |
| PixMixTraining strategy=PixMix, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 66.65 | 210.44 | |
| AugMixTraining strategy=AugMix, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 66.4 | 212.08 | |
| CutMixTraining strategy=CutMix, Post-hoc score=MSP, Backbone=ResNet-182026.03 | 65.99 | 257.72 |