Out-of-distribution Discovery on Stanford Cars
99.8Discovery Rate+GRPO
Evaluation Results
| Method | Links | |
|---|---|---|
| +GRPOModel=Qwen2.5-VL-7B2026.04 | 99.8 | |
| Zero-Shot‡Model=Qwen2.5-VL-7B2026.04 | 99.7 | |
| +SFTModel=Qwen2.5-VL-7B2026.04 | 99.7 | |
| VIM (Disc-Optimized†)Model=ViT-H2026.04 | 98.1 | |
| MSP (Disc-Optimized†)Model=ViT-H2026.04 | 77 | |
| MSP (Cls-Preserving)Model=ViT-H2026.04 | 46.4 | |
| MSP (Disc-Optimized†)Model=ResNet-502026.04 | 20.8 | |
| VIM (Cls-Preserving)Model=ViT-H2026.04 | 9.9 | |
| VIM (Disc-Optimized†)Model=ResNet-502026.04 | 0.6 | |
| MSP (Cls-Preserving)Model=ResNet-502026.04 | 0 | |
| VIM (Cls-Preserving)Model=ResNet-502026.04 | 0 |