Low-level vision quality assessment (Overall) on LL-Bench (test)
0.66SRCC (Avg)LL-Score
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LL-Scoremode=one-for-all2026.06 | 0.66 | 0.6757 | 0.4677 | 81.78 | |
| DISTS2026.06 | 0.4509 | 0.4745 | 0.3154 | 34.05 | |
| LPIPS2026.06 | 0.4074 | 0.4101 | 0.2824 | 35.72 | |
| EditReward2026.06 | 0.3798 | 0.3825 | 0.2629 | 71.24 | |
| PSNR2026.06 | 0.3674 | 0.3611 | 0.2506 | 62.67 | |
| FGResQ2026.06 | 0.353 | 0.3512 | 0.2399 | 70.91 | |
| DeQA-Score2026.06 | 0.3489 | 0.338 | 0.2379 | 70.16 | |
| Q-Align2026.06 | 0.3311 | 0.3238 | 0.2267 | 70.35 | |
| SSIM2026.06 | 0.2725 | 0.2744 | 0.1863 | 59.42 | |
| CLIPIQA2026.06 | 0.2694 | 0.2638 | 0.1829 | 59.24 | |
| MusIQ2026.06 | 0.2446 | 0.2179 | 0.1648 | 58.33 | |
| HyperIQA2026.06 | 0.231 | 0.2434 | 0.1571 | 57.94 | |
| MANIQA2026.06 | 0.223 | 0.2247 | 0.1507 | 57.62 | |
| TopIQA2026.06 | 0.2053 | 0.2147 | 0.1394 | 57.05 | |
| HPSv32026.06 | 0.14 | 0.0888 | 0.0959 | 56.96 | |
| BRISQUE2026.06 | -0.1238 | -0.1347 | -0.084 | 45.76 | |
| NIQE2026.06 | -0.1455 | -0.1211 | -0.099 | 45 | |
| ImageReward2026.06 | -0.1536 | -0.1459 | -0.1046 | 38.49 |