Out-of-distribution Discovery on FGVC-Aircraft
99.9Discovery Rate+SFT
Evaluation Results
| Method | Links | |
|---|---|---|
| +SFTModel=Qwen2.5-VL-7B2026.04 | 99.9 | |
| +GRPOModel=Qwen2.5-VL-7B2026.04 | 99.9 | |
| VIM (Disc-Optimized†)Model=ViT-H2026.04 | 98.8 | |
| Zero-Shot‡Model=Qwen2.5-VL-7B2026.04 | 97.3 | |
| MSP (Disc-Optimized†)Model=ViT-H2026.04 | 92.9 | |
| MSP (Cls-Preserving)Model=ViT-H2026.04 | 59.3 | |
| MSP (Disc-Optimized†)Model=ResNet-502026.04 | 43.5 | |
| VIM (Cls-Preserving)Model=ViT-H2026.04 | 8.1 | |
| VIM (Disc-Optimized†)Model=ResNet-502026.04 | 3.6 | |
| MSP (Cls-Preserving)Model=ResNet-502026.04 | 0 | |
| VIM (Cls-Preserving)Model=ResNet-502026.04 | 0 |