OOD Detection on iNaturalist 10K (test)
45.86OOD Detection ResultMSP (Cls-Preserving)
Evaluation Results
| Method | Links | |
|---|---|---|
| MSP (Cls-Preserving)Model=ViT-L2026.04 | 45.86 | |
| VIM (Cls-Preserving)Model=ViT-L2026.04 | 45.86 | |
| VIM (Disc-Optimized)Model=ViT-L, Note=threshold tuned on validation set with ≤5% relative classification drop2026.04 | 45.86 | |
| MSP (Disc-Optimized)Model=ViT-L, Note=threshold tuned on validation set with ≤5% relative classification drop2026.04 | 44.74 | |
| MSP (Cls-Preserving)Model=ViT-B2026.04 | 11.05 | |
| VIM (Cls-Preserving)Model=ViT-B2026.04 | 11.05 | |
| MSP (Disc-Optimized)Model=ViT-B, Note=threshold tuned on validation set with ≤5% relative classification drop2026.04 | 10.75 | |
| VIM (Disc-Optimized)Model=ViT-B, Note=threshold tuned on validation set with ≤5% relative classification drop2026.04 | 10.71 |