Multimodal Preference Evaluation on FOILR1
95.1Preference AccuracyBLIP-S
Evaluation Results
| Method | Links | |
|---|---|---|
| BLIP-Sreference-based=false2025.10 | 95.1 | |
| VL-GUIDE-S-VLMreference-based=false2025.10 | 95 | |
| ImgREW-Sreference-based=false2025.10 | 93.8 | |
| PAC-Sreference-based=false2025.10 | 93.7 | |
| Polosreference-based=true2025.10 | 93.3 | |
| LongCLIP-Sreference-based=false2025.10 | 91.6 | |
| RefCLIP-Sreference-based=true2025.10 | 91 | |
| Ref-free Polosreference-based=false2025.10 | 88.7 | |
| RefPAC-Sreference-based=true2025.10 | 88.7 | |
| CLIP-Sreference-based=false2025.10 | 87.2 |