Image Quality Assessment on TID 2013 (PLCC, SROCC)
0.973PLCCVUGA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VUGA2026.04 | 0.973 | 0.969 | |
| TOPIQ2026.04 | 0.958 | 0.954 | |
| QMambaNumber of trainable parameters=50M2026.05 | 0.952 | 0.95 | |
| BiRQATrained on=KADID-10k2026.02 | 0.925 | 0.921 | |
| GLIANetNumber of trainable parameters=8M2026.05 | 0.923 | 0.913 | |
| AAT-BiRQATrained on=KADID-10k2026.02 | 0.917 | 0.916 | |
| TOPIQTrained on=KADID-10k2026.02 | 0.916 | 0.915 | |
| Causal Disentanglement (Ours)Feature Domain=Causal Disentanglement2026.04 | 0.916 | 0.899 | |
| DeepCausal(CVPR25)Feature Domain=Feature comparison2026.04 | 0.909 | 0.884 | |
| DBIQA(TPAMI25)Feature Domain=Feature comparison2026.04 | 0.909 | 0.895 | |
| Causal Disentanglement (Ours w/o f)Feature Domain=Causal Disentanglement2026.04 | 0.909 | 0.892 | |
| DEIQT2026.04 | 0.908 | 0.892 | |
| LoDa2026.04 | 0.901 | 0.869 | |
| LoDaNumber of trainable parameters=9M2026.05 | 0.901 | 0.869 | |
| DeepJSD(TIP25)Feature Domain=Feature comparison2026.04 | 0.9 | 0.879 | |
| VSIFeature Domain=Traditional2026.04 | 0.898 | 0.895 | |
| DeepWSD(MM22)Feature Domain=Feature comparison2026.04 | 0.894 | 0.874 | |
| AHIQTrained on=KADID-10k2026.02 | 0.889 | 0.885 | |
| TReS2026.05 | 0.883 | 0.863 | |
| DAIQA2026.05 | 0.883 | 0.863 | |
| MetaIQA2026.05 | 0.868 | 0.856 | |
| DB-CNN2026.04 | 0.865 | 0.816 | |
| DBCNN2026.05 | 0.865 | 0.816 | |
| Re-IQANumber of trainable parameters=48M2026.05 | 0.861 | 0.804 | |
| PieAPPTrained on=KADID-10k2026.02 | 0.859 | 0.876 | |
| GMSDFeature Domain=Traditional2026.04 | 0.858 | 0.804 | |
| ADISTSFeature Domain=Feature comparison2026.04 | 0.858 | 0.834 | |
| HyperIQA2026.04 | 0.858 | 0.84 | |
| HyperIQA2026.05 | 0.858 | 0.84 | |
| P2P-BM2026.05 | 0.856 | 0.862 | |
| DISTSTrained on=KADID-10k2026.02 | 0.855 | 0.83 | |
| BiRQATrained on=PIPAL2026.02 | 0.855 | 0.824 | |
| DISTS(TPAMI20)Feature Domain=Feature comparison2026.04 | 0.854 | 0.83 | |
| TOPIQ-FR(TIP24)Feature Domain=Feature comparison2026.04 | 0.854 | 0.82 | |
| DeepDC(TIP25)Feature Domain=Feature comparison2026.04 | 0.849 | 0.844 | |
| PDLFeature Domain=Feature comparison2026.04 | 0.848 | 0.843 | |
| AAT-BiRQATrained on=PIPAL2026.02 | 0.847 | 0.817 | |
| TOPIQTrained on=PIPAL2026.02 | 0.846 | 0.816 | |
| MS-SSIMFeature Domain=Traditional2026.04 | 0.842 | 0.786 | |
| WaDIQaM-FRTrained on=KADID-10k2026.02 | 0.834 | 0.831 | |
| NLPDFeature Domain=Traditional2026.04 | 0.832 | 0.799 | |
| MUSIQ2026.04 | 0.815 | 0.773 | |
| MUSIQ2026.05 | 0.815 | 0.773 | |
| PieAPP(CVPR18)Feature Domain=Feature comparison2026.04 | 0.809 | 0.844 | |
| AHIQTrained on=PIPAL2026.02 | 0.804 | 0.763 | |
| DISTSTrained on=PIPAL2026.02 | 0.803 | 0.765 | |
| LPIPS-VGGTrained on=PIPAL2026.02 | 0.79 | 0.76 | |
| WaDIQaM-FRTrained on=PIPAL2026.02 | 0.786 | 0.739 | |
| VIFFeature Domain=Traditional2026.04 | 0.771 | 0.677 | |
| DSDFeature Domain=Feature comparison2026.04 | 0.759 | 0.734 | |
| LPIPS-VGGTrained on=KADID-10k2026.02 | 0.749 | 0.67 | |
| LPIPS(CVPR18)Feature Domain=Feature comparison2026.04 | 0.732 | 0.67 | |
| SSIMFeature Domain=Traditional2026.04 | 0.665 | 0.627 | |
| PSNRFeature Domain=Traditional2026.04 | 0.664 | 0.687 | |
| ILNIQE2026.05 | 0.648 | 0.521 |