Full-Reference Image Quality Assessment on CSIQ-IQA benchmark leaderboard · SOTA2 Research

Full-Reference Image Quality Assessment on CSIQ-IQA

0.979SRCCBiRQA

Evaluation Results

Method	Links
BiRQA2026.02		0.979	0.981
TOPIQ2023.08		0.978	0.98
TOPIQ2026.02		0.978	0.98
JND-SalCAR2023.08		0.976	0.977
JND-SalCAR2026.02		0.976	0.977
AHIQ2023.08		0.975	0.978
AHIQ2026.02		0.975	0.978
AAT-BiRQA2026.02		0.974	0.98
PieAPP2023.08		0.973	0.975
PieAPP2026.02		0.973	0.975
ARNIQA-FR2026.03		0.971	0.975
SHAMISA-FR2026.03		0.968	0.982
LPIPS2023.08		0.967	0.97
LPIPS2026.02		0.967	0.97
DISTS2023.08		0.965	0.973
DISTS2026.02		0.965	0.973
DRF-IQA2023.04		0.964	0.96
DRF-IQA2026.03		0.964	0.96
Re-IQA-FR2023.04		0.961	0.965
Re-IQA-FR2023.04		0.961	0.962
DeepQA2023.08		0.961	0.965
DeepQA2026.02		0.961	0.965
Re-IQA-FR2026.03		0.961	0.962
CONTRIQUE-FR2023.04		0.956	0.964
CONTRIQUE-FR2026.03		0.956	0.964
GMSD2023.08		0.95	0.945
MAD2023.08		0.947	0.95
MAD2026.02		0.947	0.95
VSI2026.03		0.944	0.929
VSI2023.08		0.942	0.928
VSI2026.02		0.942	0.928
DISTS2026.03		0.942	0.942
FSIM2023.04		0.934	0.919
FSIM2026.03		0.934	0.919
NLPD2023.08		0.932	0.923
FSIMc2023.08		0.931	0.919
Re-IQA-FR2023.04		0.927	0.928
VIF2023.08		0.911	0.913
VIF2026.02		0.911	0.913
MS-SSIM2023.08		0.906	0.889
MS-SSIM2026.02		0.906	0.889
PieAPP2026.03		0.9	0.881
LPIPS2023.04		0.884	0.906
LPIPS2026.03		0.884	0.906
SSIM2023.08		0.865	0.852
SSIM2026.02		0.865	0.852
SSIM2023.04		0.854	0.835
SSIM2026.03		0.854	0.835
PSNR2023.04		0.82	0.824
PSNR2026.03		0.82	0.824
PSNR2023.08		0.81	0.819
PSNR2026.02		0.81	0.819