Out-of-distribution Discovery on Butterfly 200
18.9Discovery RateVIM (Disc-Optimized†)
Evaluation Results
| Method | Links | |
|---|---|---|
| VIM (Disc-Optimized†)Model=ResNet-502026.04 | 18.9 | |
| +GRPOModel=Qwen2.5-VL-7B2026.04 | 15.6 | |
| MSP (Disc-Optimized†)Model=ResNet-502026.04 | 13.6 | |
| Zero-Shot‡Model=Qwen2.5-VL-7B2026.04 | 13.2 | |
| +SFTModel=Qwen2.5-VL-7B2026.04 | 12.5 | |
| MSP (Disc-Optimized†)Model=ViT-H2026.04 | 9.2 | |
| VIM (Disc-Optimized†)Model=ViT-H2026.04 | 7.7 | |
| MSP (Cls-Preserving)Model=ViT-H2026.04 | 0.4 | |
| MSP (Cls-Preserving)Model=ResNet-502026.04 | 0 | |
| VIM (Cls-Preserving)Model=ResNet-502026.04 | 0 | |
| VIM (Cls-Preserving)Model=ViT-H2026.04 | 0 |