Low-level vision quality assessment (Overall) on LL-Bench (test) benchmark leaderboard · SOTA2 Research

Low-level vision quality assessment (Overall) on LL-Bench (test)

0.66SRCC (Avg)LL-Score

Evaluation Results

Method	Links
LL-Score2026.06		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