Image Quality Assessment on KADID-10k
0.973SRCCVUGA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VUGA2026.04 | 0.973 | 0.975 | — | — | — | |
| LoDa2026.04 | 0.931 | 0.936 | — | — | — | |
| LIQE2026.04 | 0.93 | 0.931 | — | — | — | |
| CONTRIQUEopinion-unaware=false, zero-shot=true2024.03 | 0.927 | 0.928 | — | — | — | |
| ARNIQAopinion-unaware=false, zero-shot=true2024.03 | 0.905 | 0.908 | — | — | — | |
| HaarPSITraining Dataset=TID20132026.03 | 0.89 | — | — | — | — | |
| LFlatRetrained on TID08=true2026.04 | 0.89 | — | — | — | — | |
| DEIQT2026.04 | 0.889 | 0.887 | — | — | — | |
| Random ForestTraining Dataset=TID2013, Features=Evo-IQASubset features2026.03 | 0.886 | — | — | — | — | |
| LPIPSCategory=Prior learned2023.06 | 0.883 | — | — | — | — | |
| MUSIQ2026.04 | 0.875 | 0.872 | — | — | — | |
| DreamSimCategory=Ours2023.06 | 0.868 | — | — | — | — | |
| Re-IQAopinion-unaware=false, zero-shot=true2024.03 | 0.867 | 0.865 | — | — | — | |
| DISTSCategory=Prior learned2023.06 | 0.867 | — | — | — | — | |
| DISTSRetrained on TID08=false2026.04 | 0.86 | — | — | — | — | |
| FSIM*Category=Low-level2023.06 | 0.854 | — | — | — | — | |
| HyperIQA2026.04 | 0.852 | 0.845 | — | — | — | |
| DB-CNN2026.04 | 0.851 | 0.856 | — | — | — | |
| OpenCLIPCategory=Base models2023.06 | 0.841 | — | — | — | — | |
| LMultiRetrained on TID08=true2026.04 | 0.84 | — | — | — | — | |
| FSIMTraining Dataset=TID20132026.03 | 0.83 | — | — | — | — | |
| MDSILossRetrained on TID08=false2026.04 | 0.83 | — | — | — | — | |
| CLIP-IQA+opinion-unaware=false, zero-shot=true2024.03 | 0.818 | 0.822 | — | — | — | |
| IQA-SpiderBackbone=Phi-3.5-Vision2026.05 | 0.815 | 0.783 | — | — | — | |
| EnsembleCategory=Base models2023.06 | 0.812 | — | — | — | — | |
| GRepQopinion-unaware=false, zero-shot=true2024.03 | 0.808 | 0.797 | — | — | — | |
| MS-SSIMCategory=Low-level2023.06 | 0.802 | — | — | — | — | |
| MS-SSIMTraining Dataset=TID20132026.03 | 0.8 | — | — | — | — | |
| DSSLossRetrained on TID08=false2026.04 | 0.79 | — | — | — | — | |
| SVRTraining Dataset=TID2013, Features=Evo-IQASubset features2026.03 | 0.778 | — | — | — | — | |
| DINOCategory=Base models2023.06 | 0.753 | — | — | — | — | |
| LBaseRetrained on TID08=true2026.04 | 0.75 | — | — | — | — | |
| IQA-SpiderBackbone=Qwen3-VL2026.05 | 0.741 | 0.746 | — | — | — | |
| SSIMCategory=Low-level2023.06 | 0.724 | — | — | — | — | |
| SS-SSIMTraining Dataset=TID20132026.03 | 0.72 | — | — | — | — | |
| Information Weighted SSIMLossRetrained on TID08=false2026.04 | 0.72 | — | — | — | — | |
| FSIMLossRetrained on TID08=false2026.04 | 0.71 | — | — | — | — | |
| IQA-SpiderBackbone=Qwen2.5-VL2026.05 | 0.706 | 0.711 | — | — | — | |
| LBaseOr (LPIPS)Retrained on TID08=false2026.04 | 0.7 | — | — | — | — | |
| Q-Instruct2026.05 | 0.698 | 0.676 | — | — | — | |
| VSILossRetrained on TID08=false2026.04 | 0.69 | — | — | — | — | |
| MultiScaleSSIMLossRetrained on TID08=false2026.04 | 0.68 | — | — | — | — | |
| PSNR*Category=Low-level2023.06 | 0.676 | — | — | — | — | |
| QualiCLIPopinion-unaware=true, zero-shot=true2024.03 | 0.654 | 0.664 | — | — | — | |
| CLIP-IQA+2026.05 | 0.654 | 0.653 | — | — | — | |
| SSIMLossRetrained on TID08=false2026.04 | 0.65 | — | — | — | — | |
| Content LossRetrained on TID08=false2026.04 | 0.65 | — | — | — | — | |
| ARNIQA-OUopinion-unaware=true, zero-shot=true2024.03 | 0.632 | 0.638 | — | — | — | |
| MDFSopinion-unaware=true, zero-shot=true2024.03 | 0.608 | 0.634 | — | — | — | |
| VIFLossRetrained on TID08=false2026.04 | 0.59 | — | — | — | — | |
| IL-NIQEopinion-unaware=true, zero-shot=true2024.03 | 0.557 | 0.599 | — | — | — | |
| MUSIQ2026.05 | 0.556 | 0.575 | — | — | — | |
| CONTRIQUE-OUopinion-unaware=true, zero-shot=true2024.03 | 0.552 | 0.564 | — | — | — | |
| SRSIMLossRetrained on TID08=false2026.04 | 0.54 | — | — | — | — | |
| CL-MIopinion-unaware=true, zero-shot=true2024.03 | 0.518 | 0.529 | — | — | — | |
| Re-IQA-OUopinion-unaware=true, zero-shot=true2024.03 | 0.516 | 0.534 | — | — | — | |
| CLIP-IQAopinion-unaware=true, zero-shot=true2024.03 | 0.465 | 0.473 | — | — | — | |
| ManIQA2026.05 | 0.465 | 0.499 | — | — | — | |
| GRepQ-OUopinion-unaware=true, zero-shot=true2024.03 | 0.416 | 0.463 | — | — | — | |
| NIQEopinion-unaware=true, zero-shot=true2024.03 | 0.38 | 0.442 | — | — | — | |
| StyleLossRetrained on TID08=false2026.04 | 0.38 | — | — | — | — | |
| PieAPPRetrained on TID08=false2026.04 | 0.24 | — | — | — | — | |
| EvoIQA-FullTraining Dataset=TID2013, Evaluation Protocol=Mean ± Standard Deviation across 30 runs2026.03 | — | — | 0.866 | 0.88 | — | |
| EvoIQA-SubsetTraining Dataset=TID2013, Evaluation Protocol=Mean ± Standard Deviation across 30 runs2026.03 | — | — | 0.864 | 0.875 | — | |
| Gemma 3 4B-itStrategy=0-Shot2026.03 | — | — | — | — | 0.94 | |
| kNNK=12026.03 | — | — | — | — | 0.87 | |
| kNNK=42026.03 | — | — | — | — | 0.87 | |
| kNNK=82026.03 | — | — | — | — | 0.91 | |
| kNNK=162026.03 | — | — | — | — | 0.92 | |
| LSDK=12026.03 | — | — | — | — | 0.76 | |
| LSDK=42026.03 | — | — | — | — | 0.79 | |
| LSDK=82026.03 | — | — | — | — | 0.82 | |
| LSDK=162026.03 | — | — | — | — | 0.84 | |
| RandomK=12026.03 | — | — | — | — | 0.89 | |
| RandomK=42026.03 | — | — | — | — | 1.07 | |
| RandomK=82026.03 | — | — | — | — | 1.05 | |
| RandomK=162026.03 | — | — | — | — | 1.07 |