Image Quality Assessment on LIVE
0.982SRCCSFIQA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CSFIQA2024.11 | 0.982 | 0.983 | — | — | |
| QFM-IQM2024.11 | 0.981 | 0.983 | — | — | |
| DEIQT2024.11 | 0.98 | 0.982 | — | — | |
| DACNN2024.11 | 0.978 | 0.98 | — | — | |
| CDINet2024.11 | 0.977 | 0.975 | — | — | |
| BiRQATrained on=KADID-10k2026.02 | 0.977 | 0.967 | — | — | |
| LoDa2024.11 | 0.975 | 0.979 | — | — | |
| TOPIQTrained on=KADID-10k2026.02 | 0.974 | 0.957 | — | — | |
| Su et al.Type=Supervised learning2023.10 | 0.973 | 0.974 | — | — | |
| Re-IQAType=SSL + LR2023.10 | 0.97 | 0.971 | — | — | |
| Re-IQA2024.11 | 0.97 | 0.971 | — | — | |
| AHIQTrained on=KADID-10k2026.02 | 0.97 | 0.952 | — | — | |
| TRESType=Supervised learning2023.10 | 0.969 | 0.968 | — | — | |
| TReS2024.11 | 0.969 | 0.968 | — | — | |
| DB-CNNType=Supervised learning2023.10 | 0.968 | 0.971 | — | — | |
| DBCNN2024.11 | 0.968 | 0.971 | — | — | |
| AAT-BiRQATrained on=KADID-10k2026.02 | 0.968 | 0.961 | — | — | |
| MDSI2016.08 | 0.9667 | 0.9659 | 0.8395 | 7.079 | |
| ARNIQAType=SSL + LR2023.10 | 0.966 | 0.97 | — | — | |
| Causal Disentanglement (Ours)Feature Domain=Causal Disentanglement2026.04 | 0.966 | 0.968 | — | — | |
| ARNIQAopinion-unaware=false, zero-shot=true2024.03 | 0.965 | 0.97 | — | — | |
| DeepJSD(TIP25)Feature Domain=Feature comparison2026.04 | 0.965 | 0.972 | — | — | |
| HyperIQAType=Supervised learning2023.10 | 0.962 | 0.966 | — | — | |
| CONTRIQUEopinion-unaware=false, zero-shot=true2024.03 | 0.962 | 0.967 | — | — | |
| HyperIQA2024.11 | 0.962 | 0.966 | — | — | |
| DBIQA(TPAMI25)Feature Domain=Feature comparison2026.04 | 0.962 | 0.969 | — | — | |
| GMSD2016.08 | 0.9603 | 0.9603 | 0.8268 | 7.6214 | |
| CONTRIQUEType=SSL + LR2023.10 | 0.96 | 0.961 | — | — | |
| MetaIQA2024.11 | 0.96 | 0.959 | — | — | |
| P2P-BM2024.11 | 0.959 | 0.958 | — | — | |
| BIECON2024.11 | 0.958 | 0.961 | — | — | |
| Causal Disentanglement (Ours w/o f)Feature Domain=Causal Disentanglement2026.04 | 0.958 | 0.949 | — | — | |
| ADISTSFeature Domain=Feature comparison2026.04 | 0.955 | 0.954 | — | — | |
| Re-IQAopinion-unaware=false, zero-shot=true2024.03 | 0.954 | 0.956 | — | — | |
| DISTSTrained on=KADID-10k2026.02 | 0.954 | 0.954 | — | — | |
| DeepDC(TIP25)Feature Domain=Feature comparison2026.04 | 0.954 | 0.904 | — | — | |
| VIFFeature Domain=Traditional2026.04 | 0.953 | 0.949 | — | — | |
| GLIANetTraining Dataset=CSIQ2026.05 | 0.953 | — | — | — | |
| MEON2024.11 | 0.951 | 0.955 | — | — | |
| MS-SSIM2026.05 | 0.951 | 0.94 | 0.803 | — | |
| CLIP-IQA+opinion-unaware=false, zero-shot=true2024.03 | 0.95 | 0.946 | — | — | |
| DISTS2026.05 | 0.948 | 0.944 | 0.793 | — | |
| CORNIAType=Codebook2023.10 | 0.947 | 0.95 | — | — | |
| WaDIQaM-FRTrained on=KADID-10k2026.02 | 0.947 | 0.94 | — | — | |
| HOSAType=Codebook2023.10 | 0.946 | 0.95 | — | — | |
| PDLFeature Domain=Feature comparison2026.04 | 0.943 | 0.946 | — | — | |
| SHDIQATraining Dataset=CSIQ2026.05 | 0.943 | — | — | — | |
| MQAF-RTraining Set=KADID-10K2026.02 | 0.941 | 0.913 | — | — | |
| SCQI2016.08 | 0.9406 | 0.9344 | 0.7835 | 9.7355 | |
| MUSIQ2024.11 | 0.94 | 0.911 | — | — | |
| BRISQUEType=Handcrafted2023.10 | 0.939 | 0.935 | — | — | |
| TOPIQTrained on=PIPAL2026.02 | 0.939 | 0.913 | — | — | |
| CSFIQATraining=CSIQ2024.11 | 0.933 | — | — | — | |
| BiRQATrained on=PIPAL2026.02 | 0.933 | 0.911 | — | — | |
| DEIQTTraining=CSIQ2024.11 | 0.932 | — | — | — | |
| LPIPS-VGGTrained on=KADID-10k2026.02 | 0.932 | 0.934 | — | — | |
| LPIPS(CVPR18)Feature Domain=Feature comparison2026.04 | 0.932 | 0.934 | — | — | |
| DeepCausal(CVPR25)Feature Domain=Feature comparison2026.04 | 0.932 | 0.929 | — | — | |
| DEIQTTraining Dataset=CSIQ2026.05 | 0.932 | — | — | — | |
| BRISQUE2024.11 | 0.929 | 0.944 | — | — | |
| ML-CLIPSim2026.05 | 0.929 | 0.934 | 0.76 | — | |
| GRepQopinion-unaware=false, zero-shot=true2024.03 | 0.926 | 0.931 | — | — | |
| MDFSopinion-unaware=true, zero-shot=true2024.03 | 0.926 | 0.93 | — | — | |
| DISTS(TPAMI20)Feature Domain=Feature comparison2026.04 | 0.925 | 0.924 | — | — | |
| DeepWSD(MM22)Feature Domain=Feature comparison2026.04 | 0.925 | 0.904 | — | — | |
| LPIPS2026.05 | 0.924 | 0.914 | 0.751 | — | |
| LPIPS-AlexTraining Set=KADID-10K2026.02 | 0.922 | 0.9 | — | — | |
| DSDFeature Domain=Feature comparison2026.04 | 0.922 | 0.944 | — | — | |
| AAT-BiRQATrained on=PIPAL2026.02 | 0.921 | 0.907 | — | — | |
| AHIQEvaluation Protocol=Cross-database2022.04 | 0.92 | 0.911 | — | — | |
| AHIQTrained on=PIPAL2026.02 | 0.92 | 0.903 | — | — | |
| PieAPPTrained on=KADID-10k2026.02 | 0.919 | 0.908 | — | — | |
| PieAPPTraining Set=KADID-10K2026.02 | 0.918 | 0.91 | — | — | |
| DISTSTrained on=PIPAL2026.02 | 0.915 | 0.906 | — | — | |
| GMSDFeature Domain=Traditional2026.04 | 0.91 | 0.909 | — | — | |
| NIQEType=Handcrafted2023.10 | 0.907 | 0.901 | — | — | |
| RADNEvaluation Protocol=Cross-database2022.04 | 0.905 | 0.878 | — | — | |
| RADNTraining Set=KADID-10K2026.02 | 0.905 | 0.878 | — | — | |
| NIQEopinion-unaware=true, zero-shot=true2024.03 | 0.903 | 0.906 | — | — | |
| MS-SSIMFeature Domain=Traditional2026.04 | 0.903 | 0.886 | — | — | |
| ILNIQE2024.11 | 0.902 | 0.906 | — | — | |
| WaDIQaM-FRTrained on=PIPAL2026.02 | 0.899 | 0.895 | — | — | |
| VSIFeature Domain=Traditional2026.04 | 0.899 | 0.877 | — | — | |
| Q-Aligninference time=0.1603s2025.12 | 0.8985 | 0.818 | — | — | |
| QualiCLIPopinion-unaware=true, zero-shot=true2024.03 | 0.898 | 0.885 | — | — | |
| LPIPS-VGGTrained on=PIPAL2026.02 | 0.893 | 0.901 | — | — | |
| CLIPScore2026.05 | 0.892 | 0.903 | 0.712 | — | |
| DB-CNNTraining Dataset=TID20132019.07 | 0.891 | — | — | — | |
| NLPDFeature Domain=Traditional2026.04 | 0.889 | 0.882 | — | — | |
| TOPIQ-FR(TIP24)Feature Domain=Feature comparison2026.04 | 0.887 | 0.882 | — | — | |
| WaDIQaMEvaluation Protocol=Cross-database2022.04 | 0.883 | 0.837 | — | — | |
| WaDIQaM-FRTraining Set=KADID-10K2026.02 | 0.883 | 0.837 | — | — | |
| FRIQUEETraining Dataset=CSIQ2019.07 | 0.879 | — | — | — | |
| IL-NIQEopinion-unaware=true, zero-shot=true2024.03 | 0.878 | 0.884 | — | — | |
| DB-CNNTraining Dataset=CSIQ2019.07 | 0.877 | — | — | — | |
| DBCNNTraining=CSIQ2024.11 | 0.877 | — | — | — | |
| DBCNNTraining Dataset=CSIQ2026.05 | 0.877 | — | — | — | |
| PSNRTraining Set=KADID-10K2026.02 | 0.876 | 0.872 | — | — | |
| M3Training Dataset=TID20132019.07 | 0.873 | — | — | — | |
| PSNREvaluation Protocol=Cross-database2022.04 | 0.873 | 0.865 | — | — |