Score regression on EVAFusion (test)
0.648SRCCFuScore (3-seed ensemble)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FuScore (3-seed ensemble)Seed Configuration=3-seed ensemble2026.05 | 0.648 | 0.65 | 0.504 | 77.6 | 0.467 | 0.291 | |
| FuScore (single-seed)Seed Configuration=single-seed2026.05 | 0.637 | 0.64 | 0.494 | 76.7 | 0.451 | 0.297 | |
| ViT-L+MLPProtocol=In-domain2026.05 | 0.554 | 0.559 | 0.428 | 74.7 | 0.418 | — | |
| Qwen3-VL-8B + LoRA-MSEProtocol=In-domain, Adaptation=LoRA-MSE2026.05 | 0.537 | 0.529 | 0.431 | 72.8 | 0.417 | — | |
| Qwen3-VL-8B + CE (one-hot)Protocol=In-domain, Loss=CE (one-hot)2026.05 | 0.495 | 0.488 | 0.375 | 70.2 | 0.362 | 1.854 | |
| QabfProtocol=Handcrafted2026.05 | 0.344 | 0.356 | 0.25 | 69.5 | 0.332 | — | |
| VIFProtocol=Handcrafted2026.05 | 0.34 | 0.302 | 0.25 | 69.8 | 0.335 | — | |
| DeQA-ScoreProtocol=Zero-shot2026.05 | 0.308 | 0.306 | 0.231 | 67.6 | 0.298 | 1.298 | |
| Q-AlignProtocol=Zero-shot2026.05 | 0.281 | 0.27 | 0.213 | 69.2 | 0.325 | 2.601 | |
| MIProtocol=Handcrafted2026.05 | 0.256 | 0.26 | 0.187 | 64.2 | 0.241 | — | |
| Qwen3-VL-8BProtocol=Zero-shot2026.05 | 0.156 | 0.164 | 0.115 | 61.6 | 0.196 | 4.683 | |
| CLIP-IQAProtocol=Zero-shot2026.05 | 0.11 | 0.12 | 0.08 | 56 | 0.099 | — | |
| MUSIQProtocol=Zero-shot2026.05 | 0.066 | 0.079 | 0.05 | 55.4 | 0.092 | — |