Full-Reference Image Quality Assessment on TID 2013 (test)
0.968PLCCAHIQ
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AHIQTransformer-based=true2023.10 | 0.968 | 0.962 | |
| YOTOTraining Mode=FR task only, Transformer-based=true2023.10 | 0.965 | 0.963 | |
| YOTOTraining Mode=Jointly trained (FR & NR), Transformer-based=true2023.10 | 0.964 | 0.963 | |
| DeepQA2023.10 | 0.947 | 0.939 | |
| WaDIQaM2023.10 | 0.946 | 0.94 | |
| PieAPP2023.10 | 0.946 | 0.945 | |
| DOG2023.10 | 0.934 | 0.926 | |
| DualCNN2023.10 | 0.924 | 0.926 | |
| TOPIQTrain dataset=KADID-10k, Backbone=ResNet-502023.08 | 0.916 | 0.915 | |
| CONTRIQUE-FR2026.04 | 0.915 | 0.909 | |
| MSDS2026.04 | 0.911 | 0.894 | |
| AHIQTrain dataset=KADID-10k2023.08 | 0.899 | 0.901 | |
| DMM2026.04 | 0.879 | 0.876 | |
| DISTS2026.04 | 0.873 | 0.853 | |
| DeepSSIM2026.04 | 0.86 | 0.838 | |
| PieAPPTrain dataset=KADID-10k2023.08 | 0.859 | 0.876 | |
| FSIM2026.04 | 0.859 | 0.802 | |
| GMSD2026.04 | 0.859 | 0.804 | |
| DISTSTrain dataset=KADID-10k2023.08 | 0.855 | 0.83 | |
| PieAPP2026.04 | 0.85 | 0.877 | |
| TOPIQTrain dataset=PIPAL, Backbone=ResNet-502023.08 | 0.846 | 0.816 | |
| WaDIQaM-FRTrain dataset=KADID-10k2023.08 | 0.834 | 0.831 | |
| AHIQTrain dataset=PIPAL2023.08 | 0.804 | 0.763 | |
| DISTSTrain dataset=PIPAL2023.08 | 0.803 | 0.765 | |
| LPIPS-VGGTrain dataset=PIPAL2023.08 | 0.79 | 0.76 | |
| WaDIQaM-FRTrain dataset=PIPAL2023.08 | 0.786 | 0.739 | |
| MS-SSIM2026.04 | 0.786 | 0.742 | |
| LPIPS2026.04 | 0.756 | 0.673 | |
| LPIPS-VGGTrain dataset=KADID-10k2023.08 | 0.749 | 0.67 | |
| SSIM2026.04 | 0.746 | 0.721 |