Full-Reference Image Quality Assessment on LIVE (test)
0.989PLCCAHIQ
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AHIQTransformer-based=true2023.10 | 0.989 | 0.984 | |
| YOTOTraining Mode=FR task only, Transformer-based=true2023.10 | 0.989 | 0.988 | |
| YOTOTraining Mode=Jointly trained (FR & NR), Transformer-based=true2023.10 | 0.988 | 0.988 | |
| PieAPP2023.10 | 0.986 | 0.977 | |
| DeepQA2023.10 | 0.982 | 0.981 | |
| WaDIQaM2023.10 | 0.98 | 0.97 | |
| DOG2023.10 | 0.966 | 0.963 | |
| CONTRIQUE-FR2026.04 | 0.966 | 0.966 | |
| MSDS2026.04 | 0.966 | 0.967 | |
| FSIM2026.04 | 0.96 | 0.963 | |
| GMSD2026.04 | 0.96 | 0.96 | |
| DeepSSIM2026.04 | 0.959 | 0.964 | |
| TOPIQTrain dataset=KADID-10k, Backbone=ResNet-502023.08 | 0.957 | 0.974 | |
| DISTSTrain dataset=KADID-10k2023.08 | 0.954 | 0.954 | |
| DISTS2026.04 | 0.954 | 0.953 | |
| AHIQTrain dataset=KADID-10k2023.08 | 0.952 | 0.97 | |
| WaDIQaM-FRTrain dataset=KADID-10k2023.08 | 0.94 | 0.947 | |
| LPIPS2026.04 | 0.936 | 0.932 | |
| LPIPS-VGGTrain dataset=KADID-10k2023.08 | 0.934 | 0.932 | |
| MS-SSIM2026.04 | 0.934 | 0.941 | |
| SSIM2026.04 | 0.921 | 0.923 | |
| TOPIQTrain dataset=PIPAL, Backbone=ResNet-502023.08 | 0.913 | 0.939 | |
| DMM2026.04 | 0.913 | 0.947 | |
| AHIQTrain dataset=PIPAL2023.08 | 0.911 | 0.92 | |
| PieAPPTrain dataset=KADID-10k2023.08 | 0.908 | 0.919 | |
| DISTSTrain dataset=PIPAL2023.08 | 0.906 | 0.915 | |
| PieAPP2026.04 | 0.905 | 0.915 | |
| LPIPS-VGGTrain dataset=PIPAL2023.08 | 0.901 | 0.893 | |
| WaDIQaM-FRTrain dataset=PIPAL2023.08 | 0.895 | 0.899 |