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ResearchFormerly WizWand

Full-Reference Image Quality Assessment on LIVE

0.989PLCCAHIQ
0.860040.893520.9270.96048Aug 6, 2023Jan 11, 2024Jun 18, 2024Nov 23, 2024May 1, 2025Oct 6, 2025Mar 14, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AHIQ2023.080.9890.984
AHIQYear=20222026.020.9890.984
BiRQA2026.020.9890.988
JND-SalCAR2023.080.9870.984
JND-SalCARYear=20202026.020.9870.984
PieAPP2023.080.9860.977
PieAPPYear=20182026.020.9860.977
TOPIQBackbone=ResNet-50, Architecture=CFANet2023.080.9840.984
TOPIQYear=20242026.020.9840.984
DRF-IQAType=Deep learning2026.030.9830.983
DeepQA2023.080.9820.981
DeepQAYear=20172026.020.9820.981
AAT-BiRQATraining=Anchored Adversarial Training2026.020.9820.978
WaDIQaM-FR2023.080.980.97
DISTS2023.080.980.975
WaDIQaMYear=20172026.020.980.97
DISTSYear=20202026.020.980.975
LPIPSBackbone=VGG2023.080.9780.972
LPIPSBackbone=VGG, Year=20182026.020.9780.972
Re-IQA-FRType=SSL + LR2026.030.9740.969
ARNIQA-FRType=SSL + LR2026.030.9720.969
SHAMISA-FRType=SSL + LR, Evaluation Protocol=fixed-encoder2026.030.970.962
MAD2023.080.9680.967
MADYear=20102026.020.9680.967
CONTRIQUE-FRType=SSL + LR2026.030.9660.966
FSIMc2023.080.9610.965
VIF2023.080.960.964
VIFYear=20062026.020.960.964
GMSD2023.080.9570.96
FSIMType=Traditional2026.030.9540.964
DISTSType=Deep learning2026.030.9540.953
VSI2023.080.9480.952
VSIYear=20142026.020.9480.952
MS-SSIM2023.080.940.951
MS-SSIMYear=20032026.020.940.951
VSIType=Traditional2026.030.940.951
SSIM2023.080.9370.948
SSIMYear=20042026.020.9370.948
LPIPSType=Deep learning2026.030.9360.932
NLPD2023.080.9320.937
SSIMType=Traditional2026.030.9110.921
PieAPPType=Deep learning2026.030.9050.915
PSNRType=Traditional2026.030.8680.881
PSNR2023.080.8650.873
PSNR2026.020.8650.873