Out-of-Distribution Detection on OpenOOD Average (NINCO, iNat, SSB-Hard, OpenImages-O, Textures)
25FPR @ 95%VIM
Evaluation results
| Method | Links | |
|---|---|---|
| VIMBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 25 | |
| RS-MDBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 25.3 | |
| MDBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 25.3 | |
| RS-MDBackbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 26.4 | |
| RS-MDBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 26.7 | |
| RS-RMDBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 26.9 | |
| RMD++Backbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 26.9 | |
| RMDBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 26.9 | |
| RS-RMDBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 27 | |
| MD++Backbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 27.1 | |
| RMD++Backbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 27.7 | |
| MD++Backbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 27.8 | |
| VIMBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 28 | |
| MD++Backbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 28.2 | |
| RMDBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 29.3 | |
| MDBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 29.7 | |
| MLSBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 29.8 | |
| VIMBackbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 30 | |
| KNNBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 30.1 | |
| RS-RMDBackbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 30.7 | |
| RMD++Backbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 30.9 | |
| KNNBackbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 32.5 | |
| RMDBackbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 32.5 | |
| RS-MDBackbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 33.4 | |
| MDBackbone=CLIP, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 33.5 | |
| MD++Backbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 34.2 | |
| KNNBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 34.3 | |
| RS-RMDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 34.5 | |
| RMD++Backbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 35.1 | |
| RS-MDBackbone=Average across backbones2025.10 | 35.3 | |
| RS-MDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 35.5 | |
| RS-RMDBackbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 35.5 | |
| MD++Backbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 35.6 | |
| MDBackbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 35.7 | |
| RS-MDBackbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 35.8 | |
| RS-RMDBackbone=Average across backbones2025.10 | 35.8 | |
| KNNBackbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 35.9 | |
| RMD++Backbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 35.9 | |
| MD++Backbone=Average across backbones2025.10 | 36 | |
| VIMBackbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 36.1 | |
| RMD++Backbone=Average across backbones2025.10 | 36.1 | |
| RMDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 36.6 | |
| MDBackbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 36.6 | |
| KNNBackbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37 | |
| RS-RMDBackbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.1 | |
| VIMBackbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37.1 | |
| RS-MDBackbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.2 | |
| RS-MDBackbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.2 | |
| MDBackbone=Average across backbones2025.10 | 37.2 | |
| RMDBackbone=Average across backbones2025.10 | 37.2 | |
| RMD++Backbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.3 | |
| MD++Backbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.4 | |
| RS-RMDBackbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37.5 | |
| VIMBackbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37.5 | |
| MD++Backbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.6 | |
| RMD++Backbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37.6 | |
| RMDBackbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37.6 | |
| MDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 37.6 | |
| RMDBackbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 37.6 | |
| MDBackbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.6 | |
| RS-MDBackbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 37.6 | |
| MD++Backbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 38.2 | |
| MD++Backbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 38.2 | |
| RS-RMDBackbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 38.2 | |
| VIMBackbone=Average across backbones2025.10 | 38.2 | |
| RS-RMDBackbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 38.6 | |
| RMD++Backbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 38.6 | |
| MD++Backbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 38.7 | |
| RMDBackbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 39.1 | |
| RMD++Backbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 39.1 | |
| VIMBackbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 39.3 | |
| RS-RMDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In1k2025.10 | 39.4 | |
| RS-MDBackbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 39.5 | |
| RS-RMDBackbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 39.6 | |
| VIMBackbone=DeiT3-L, Pre-training/Fine-tuning Regime=In22k→In1k2025.10 | 39.7 | |
| RMD++Backbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 39.8 | |
| RMD++Backbone=DeiT3, Pre-training/Fine-tuning Regime=In1k2025.10 | 39.9 | |
| KNNBackbone=Average across backbones2025.10 | 40.1 | |
| MDBackbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 40.2 | |
| MDBackbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 40.2 | |
| RMDBackbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 40.3 | |
| RMDBackbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 40.3 | |
| RMDBackbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 40.3 | |
| KNNBackbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 40.6 | |
| MLSBackbone=ViT, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 40.7 | |
| RMDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In1k2025.10 | 40.8 | |
| MDBackbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 40.8 | |
| KNNBackbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 41.1 | |
| VIMBackbone=CLIP, Pre-training/Fine-tuning Regime=In1k2025.10 | 41.7 | |
| KNNBackbone=EVA02, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 42.3 | |
| KNNBackbone=BEiTv2, Pre-training/Fine-tuning Regime=In1k2025.10 | 42.6 | |
| MD++Backbone=DeiT3, Pre-training/Fine-tuning Regime=In1k2025.10 | 43 | |
| RS-MDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In1k2025.10 | 43.2 | |
| MDBackbone=DeiT3, Pre-training/Fine-tuning Regime=In1k2025.10 | 43.3 | |
| MLSBackbone=CLIP-L, Pre-training/Fine-tuning Regime=In12k→In1k2025.10 | 43.6 | |
| VIMBackbone=EVA02, Pre-training/Fine-tuning Regime=In1k2025.10 | 43.9 | |
| RMD++Backbone=ViT, Pre-training/Fine-tuning Regime=In1k2025.10 | 44.6 | |
| RS-RMDBackbone=ViT, Pre-training/Fine-tuning Regime=In1k2025.10 | 44.8 | |
| MSPBackbone=ViT-L, Pre-training/Fine-tuning Regime=In21k→In1k2025.10 | 44.8 | |
| RMDBackbone=ViT, Pre-training/Fine-tuning Regime=In1k2025.10 | 44.9 |