Out-of-distribution Discovery on Food-101
95.9Discovery Rate+SFT
Evaluation Results
| Method | Links | |
|---|---|---|
| +SFTModel=Qwen2.5-VL-7B2026.04 | 95.9 | |
| Zero-Shot‡Model=Qwen2.5-VL-7B2026.04 | 95.7 | |
| +GRPOModel=Qwen2.5-VL-7B2026.04 | 95.7 | |
| MSP (Disc-Optimized†)Model=ViT-H2026.04 | 74.5 | |
| VIM (Disc-Optimized†)Model=ViT-H2026.04 | 68.7 | |
| MSP (Disc-Optimized†)Model=ResNet-502026.04 | 33.4 | |
| MSP (Cls-Preserving)Model=ViT-H2026.04 | 23.2 | |
| VIM (Disc-Optimized†)Model=ResNet-502026.04 | 18.3 | |
| VIM (Cls-Preserving)Model=ViT-H2026.04 | 0.1 | |
| MSP (Cls-Preserving)Model=ResNet-502026.04 | 0 | |
| VIM (Cls-Preserving)Model=ResNet-502026.04 | 0 |