Image Quality Assessment on EVAFusion source-pair-disjoint n=935 images (test)
0.648SRCCFuScore
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FuScoreEvaluation protocol=Ours, Ensemble configuration=3-seed ensemble2026.05 | 0.648 | 0.65 | 0.504 | 77.6 | 0.467 | 0.291 | |
| FuScoreEvaluation protocol=Ours, Ensemble configuration=single-seed2026.05 | 0.637 | 0.64 | 0.494 | 76.7 | 0.451 | 0.297 | |
| ViT-L+MLPEvaluation protocol=In-domain2026.05 | 0.554 | 0.559 | 0.428 | 74.7 | 0.418 | — | |
| Qwen3-VL-8B + LoRA-MSEEvaluation protocol=In-domain2026.05 | 0.537 | 0.529 | 0.431 | 72.8 | 0.417 | — | |
| QabfEvaluation protocol=Handcrafted2026.05 | 0.344 | 0.356 | 0.25 | 69.5 | 0.332 | — | |
| VIFEvaluation protocol=Handcrafted2026.05 | 0.34 | 0.302 | 0.25 | 69.8 | 0.335 | — | |
| DeQA-ScoreEvaluation protocol=Zero-shot2026.05 | 0.308 | 0.306 | 0.231 | 67.6 | 0.298 | 1.298 | |
| Q-AlignEvaluation protocol=Zero-shot2026.05 | 0.281 | 0.27 | 0.213 | 69.2 | 0.325 | 2.601 | |
| MIEvaluation protocol=Handcrafted2026.05 | 0.256 | 0.26 | 0.187 | 64.2 | 0.241 | — | |
| SSIMEvaluation protocol=Handcrafted2026.05 | 0.205 | 0.181 | 0.151 | 63.3 | 0.229 | — | |
| Qwen3-VL-8BEvaluation protocol=Zero-shot2026.05 | 0.156 | 0.164 | 0.115 | 61.6 | 0.196 | 4.683 | |
| SDEvaluation protocol=Handcrafted2026.05 | 0.128 | 0.124 | 0.093 | 54.7 | 0.076 | — | |
| SFEvaluation protocol=Handcrafted2026.05 | 0.126 | 0.129 | 0.09 | 55.7 | 0.091 | — | |
| CLIP-IQAEvaluation protocol=Zero-shot2026.05 | 0.11 | 0.12 | 0.08 | 56 | 0.099 | — | |
| ENEvaluation protocol=Handcrafted2026.05 | 0.105 | 0.074 | 0.076 | 55.7 | 0.092 | — | |
| SCDEvaluation protocol=Handcrafted2026.05 | 0.099 | 0.147 | 0.071 | 59.5 | 0.162 | — | |
| AGEvaluation protocol=Handcrafted2026.05 | 0.081 | 0.077 | 0.056 | 54.4 | 0.071 | — | |
| MUSIQEvaluation protocol=Zero-shot2026.05 | 0.066 | 0.079 | 0.05 | 55.4 | 0.092 | — |