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ResearchFormerly WizWand

Full-Reference Image Quality Assessment on TID 2013

0.962SRCCAHIQ
0.62920.71560.8020.8884Apr 2, 2023Sep 28, 2023Mar 26, 2024Sep 21, 2024Mar 20, 2025Sep 15, 2025Mar 14, 2026
Updated 7mo ago

Evaluation results

MethodLinks
AHIQ2023.080.9620.968
AHIQYear=20222026.020.9620.968
BiRQA2026.020.9590.964
TOPIQBackbone=ResNet-50, Architecture=CFANet2023.080.9540.958
TOPIQYear=20242026.020.9540.958
AAT-BiRQATraining=Anchored Adversarial Training2026.020.9510.956
JND-SalCAR2023.080.9490.956
JND-SalCARYear=20202026.020.9490.956
PieAPP2023.080.9450.946
PieAPPYear=20182026.020.9450.946
DRF-IQA2023.040.9440.942
DRF-IQAType=Deep learning2026.030.9440.942
DISTS2023.080.9430.947
DISTSYear=20202026.020.9430.947
WaDIQaM-FR2023.080.940.946
WaDIQaMYear=20172026.020.940.946
DeepQA2023.080.9390.947
DeepQAYear=20172026.020.9390.947
LPIPSBackbone=VGG2023.080.9360.944
LPIPSBackbone=VGG, Year=20182026.020.9360.944
Re-IQA-FR2023.040.920.921
Re-IQA-FRType=SSL + LR2026.030.920.921
CONTRIQUE-FR2023.040.9090.915
CONTRIQUE-FRType=SSL + LR2026.030.9090.915
SHAMISA-FRType=SSL + LR, Evaluation Protocol=fixed-encoder2026.030.9090.906
Re-IQA-FRvariant=quality-aware2023.040.9050.915
VSIType=Traditional2026.030.9020.903
ARNIQA-FRType=SSL + LR2026.030.8980.901
VSI2023.080.8970.9
VSIYear=20142026.020.8970.9
Re-IQA-FRvariant=content-aware2023.040.8770.884
PieAPPType=Deep learning2026.030.8770.85
DISTSType=Deep learning2026.030.8530.873
FSIM2023.040.8520.875
FSIMType=Traditional2026.030.8520.875
FSIMc2023.080.8510.877
GMSD2023.080.8040.855
NLPD2023.080.80.839
MS-SSIM2023.080.7860.83
MS-SSIMYear=20032026.020.7860.83
MAD2023.080.7810.827
MADYear=20102026.020.7810.827
SSIM2023.080.7270.777
SSIMYear=20042026.020.7270.777
PSNR2023.080.6870.677
PSNR2026.020.6870.677
VIF2023.080.6770.771
VIFYear=20062026.020.6770.771
LPIPS2023.040.6730.756
LPIPSType=Deep learning2026.030.6730.756
PSNR2023.040.6430.675
PSNRType=Traditional2026.030.6430.675
SSIM2023.040.6420.698
SSIMType=Traditional2026.030.6420.698