Full-Reference Image Quality Assessment on TID 2013
0.962SRCCAHIQ
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AHIQ2023.08 | 0.962 | 0.968 | |
| AHIQYear=20222026.02 | 0.962 | 0.968 | |
| BiRQA2026.02 | 0.959 | 0.964 | |
| TOPIQBackbone=ResNet-50, Architecture=CFANet2023.08 | 0.954 | 0.958 | |
| TOPIQYear=20242026.02 | 0.954 | 0.958 | |
| AAT-BiRQATraining=Anchored Adversarial Training2026.02 | 0.951 | 0.956 | |
| JND-SalCAR2023.08 | 0.949 | 0.956 | |
| JND-SalCARYear=20202026.02 | 0.949 | 0.956 | |
| PieAPP2023.08 | 0.945 | 0.946 | |
| PieAPPYear=20182026.02 | 0.945 | 0.946 | |
| DRF-IQA2023.04 | 0.944 | 0.942 | |
| DRF-IQAType=Deep learning2026.03 | 0.944 | 0.942 | |
| DISTS2023.08 | 0.943 | 0.947 | |
| DISTSYear=20202026.02 | 0.943 | 0.947 | |
| WaDIQaM-FR2023.08 | 0.94 | 0.946 | |
| WaDIQaMYear=20172026.02 | 0.94 | 0.946 | |
| DeepQA2023.08 | 0.939 | 0.947 | |
| DeepQAYear=20172026.02 | 0.939 | 0.947 | |
| LPIPSBackbone=VGG2023.08 | 0.936 | 0.944 | |
| LPIPSBackbone=VGG, Year=20182026.02 | 0.936 | 0.944 | |
| Re-IQA-FR2023.04 | 0.92 | 0.921 | |
| Re-IQA-FRType=SSL + LR2026.03 | 0.92 | 0.921 | |
| CONTRIQUE-FR2023.04 | 0.909 | 0.915 | |
| CONTRIQUE-FRType=SSL + LR2026.03 | 0.909 | 0.915 | |
| SHAMISA-FRType=SSL + LR, Evaluation Protocol=fixed-encoder2026.03 | 0.909 | 0.906 | |
| Re-IQA-FRvariant=quality-aware2023.04 | 0.905 | 0.915 | |
| VSIType=Traditional2026.03 | 0.902 | 0.903 | |
| ARNIQA-FRType=SSL + LR2026.03 | 0.898 | 0.901 | |
| VSI2023.08 | 0.897 | 0.9 | |
| VSIYear=20142026.02 | 0.897 | 0.9 | |
| Re-IQA-FRvariant=content-aware2023.04 | 0.877 | 0.884 | |
| PieAPPType=Deep learning2026.03 | 0.877 | 0.85 | |
| DISTSType=Deep learning2026.03 | 0.853 | 0.873 | |
| FSIM2023.04 | 0.852 | 0.875 | |
| FSIMType=Traditional2026.03 | 0.852 | 0.875 | |
| FSIMc2023.08 | 0.851 | 0.877 | |
| GMSD2023.08 | 0.804 | 0.855 | |
| NLPD2023.08 | 0.8 | 0.839 | |
| MS-SSIM2023.08 | 0.786 | 0.83 | |
| MS-SSIMYear=20032026.02 | 0.786 | 0.83 | |
| MAD2023.08 | 0.781 | 0.827 | |
| MADYear=20102026.02 | 0.781 | 0.827 | |
| SSIM2023.08 | 0.727 | 0.777 | |
| SSIMYear=20042026.02 | 0.727 | 0.777 | |
| PSNR2023.08 | 0.687 | 0.677 | |
| PSNR2026.02 | 0.687 | 0.677 | |
| VIF2023.08 | 0.677 | 0.771 | |
| VIFYear=20062026.02 | 0.677 | 0.771 | |
| LPIPS2023.04 | 0.673 | 0.756 | |
| LPIPSType=Deep learning2026.03 | 0.673 | 0.756 | |
| PSNR2023.04 | 0.643 | 0.675 | |
| PSNRType=Traditional2026.03 | 0.643 | 0.675 | |
| SSIM2023.04 | 0.642 | 0.698 | |
| SSIMType=Traditional2026.03 | 0.642 | 0.698 |