Image Quality Assessment on KADID-10k (test)
0.978SRCCRvTC
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RvTCinput_modality=image-only2025.07 | 0.978 | 0.981 | — | — | — | — | |
| MQAF-RType=FR, Backbone=VGG162026.02 | 0.965 | 0.966 | — | — | — | — | |
| MQAF-RType=FR, Backbone=ResNet502026.02 | 0.963 | 0.964 | — | — | — | — | |
| Ours(JSPL)Category=FR2022.04 | 0.961 | 0.963 | — | — | — | — | |
| JND-SalCARType=FR2026.02 | 0.959 | 0.96 | — | — | — | — | |
| MQAF-NRType=NR, Backbone=ResNet502026.02 | 0.958 | 0.962 | — | — | — | — | |
| MQAF-NRType=NR, Backbone=VGG162026.02 | 0.956 | 0.958 | — | — | — | — | |
| CONTRIQUE-FR2026.04 | 0.946 | 0.947 | — | — | — | — | |
| Ours(SL)Category=FR2022.04 | 0.944 | 0.943 | — | — | — | — | |
| KGANetType=NR2026.02 | 0.94 | 0.943 | — | — | — | — | |
| DeepFL-IQAType=FR2026.02 | 0.936 | 0.938 | — | — | — | — | |
| WaDIQaM-FRType=FR2026.02 | 0.931 | 0.935 | — | — | — | — | |
| LIQEinput_modality=image-only2025.07 | 0.93 | 0.931 | — | — | — | — | |
| LIQE2023.03 | 0.93 | 0.931 | — | — | — | — | |
| MSDS2026.04 | 0.921 | 0.921 | — | — | — | — | |
| Q-Aligninput_modality=image-only2025.07 | 0.919 | 0.918 | — | — | — | — | |
| DMM2026.04 | 0.918 | 0.913 | — | — | — | — | |
| DeepQAType=FR2026.02 | 0.912 | 0.91 | — | — | — | — | |
| QAL-IQAType=NR2026.02 | 0.908 | 0.91 | — | — | — | — | |
| DeepSSIM2026.04 | 0.903 | 0.902 | — | — | — | — | |
| SS-IQAType=NR2026.02 | 0.896 | 0.895 | — | — | — | — | |
| A-DISTSType=FR2026.02 | 0.892 | 0.892 | — | — | — | — | |
| DISTSCategory=FR2022.04 | 0.887 | 0.886 | — | — | — | — | |
| DISTSType=FR2026.02 | 0.887 | 0.886 | — | — | — | — | |
| UNIQUE2023.03 | 0.884 | 0.885 | — | — | — | — | |
| DeepWSDType=FR2026.02 | 0.883 | 0.883 | — | — | — | — | |
| TreS2023.03 | 0.881 | 0.879 | — | — | — | — | |
| VSICategory=FR2022.04 | 0.879 | 0.877 | — | — | — | — | |
| DBCNN2023.03 | 0.878 | 0.878 | — | — | — | — | |
| VSIType=FR2026.02 | 0.876 | 0.875 | — | — | — | — | |
| HyperIQA2023.03 | 0.872 | 0.869 | — | — | — | — | |
| PieAPP2026.04 | 0.869 | 0.869 | — | — | — | — | |
| FSIMCCategory=FR2022.04 | 0.854 | 0.85 | — | — | — | — | |
| DBCNNType=NR2026.02 | 0.851 | 0.856 | — | — | — | — | |
| FSIMType=FR2026.02 | 0.85 | 0.85 | — | — | — | — | |
| TIQAType=NR2026.02 | 0.85 | 0.855 | — | — | — | — | |
| GMSDType=FR2026.02 | 0.846 | 0.847 | — | — | — | — | |
| LPIPSCategory=FR2022.04 | 0.843 | 0.839 | — | — | — | — | |
| GMSD2026.04 | 0.843 | 0.843 | — | — | — | — | |
| PieAPPCategory=FR2022.04 | 0.836 | 0.836 | — | — | — | — | |
| MS-SSIMType=FR2026.02 | 0.834 | 0.835 | — | — | — | — | |
| FSIM2026.04 | 0.832 | 0.829 | — | — | — | — | |
| PieAPPType=FR2026.02 | 0.83 | 0.832 | — | — | — | — | |
| MADType=FR2026.02 | 0.827 | 0.829 | — | — | — | — | |
| MS-SSIMCategory=FR2022.04 | 0.826 | 0.82 | — | — | — | — | |
| NLPDType=FR2026.02 | 0.82 | 0.819 | — | — | — | — | |
| MADCategory=FR2022.04 | 0.799 | 0.799 | — | — | — | — | |
| SSIMType=FR2026.02 | 0.778 | 0.78 | — | — | — | — | |
| Qwen3-VL-8B-InstructRatio=3:7, IQARAG integration=true2026.01 | 0.7707 | 0.7418 | — | — | — | — | |
| Qwen3-VL-8B-InstructRatio=1:4, IQARAG integration=true2026.01 | 0.7686 | 0.7213 | — | — | — | — | |
| Qwen3-VL-8B-InstructRatio=1:9, IQARAG integration=true2026.01 | 0.7682 | 0.7252 | — | — | — | — | |
| MetaIQAType=NR2026.02 | 0.762 | 0.775 | — | — | — | — | |
| MS-SSIM2026.04 | 0.757 | 0.7 | — | — | — | — | |
| SSIM2026.04 | 0.754 | 0.751 | — | — | — | — | |
| Q-ALIGNTraining Set=SPAQ, #Training=8.8K (80%)2023.12 | 0.743 | 0.74 | — | — | — | — | |
| WaDIQaM-NRType=NR2026.02 | 0.739 | 0.752 | — | — | — | — | |
| Kimi-VL-A3B-InstructRatio=3:7, IQARAG integration=false2026.01 | 0.7367 | 0.7035 | — | — | — | — | |
| Kimi-VL-A3B-InstructRatio=3:7, IQARAG integration=true2026.01 | 0.7357 | 0.716 | — | — | — | — | |
| Kimi-VL-A3B-InstructRatio=1:4, IQARAG integration=false2026.01 | 0.7356 | 0.7011 | — | — | — | — | |
| Kimi-VL-A3B-InstructRatio=1:9, IQARAG integration=false2026.01 | 0.7342 | 0.7017 | — | — | — | — | |
| Qwen3-VL-8B-InstructRatio=3:7, IQARAG integration=false2026.01 | 0.732 | 0.7192 | — | — | — | — | |
| Qwen3-VL-8B-InstructRatio=1:4, IQARAG integration=false2026.01 | 0.729 | 0.7168 | — | — | — | — | |
| Kimi-VL-A3B-InstructRatio=1:4, IQARAG integration=true2026.01 | 0.7287 | 0.7096 | — | — | — | — | |
| Qwen3-VL-8B-InstructRatio=1:9, IQARAG integration=false2026.01 | 0.728 | 0.7171 | — | — | — | — | |
| Kimi-VL-A3B-InstructRatio=1:9, IQARAG integration=true2026.01 | 0.7254 | 0.7068 | — | — | — | — | |
| SSIMCategory=FR2022.04 | 0.724 | 0.717 | — | — | — | — | |
| LPIPS2026.04 | 0.721 | 0.713 | — | — | — | — | |
| FEWSHOT-Q-ALIGNTraining Set=SPAQ, #Training=2.2K (20%)2023.12 | 0.685 | 0.678 | — | — | — | — | |
| Q-ALIGNTraining Set=KonIQ, #Training=7K (70%)2023.12 | 0.684 | 0.674 | — | — | — | — | |
| VIFCategory=FR2022.04 | 0.679 | 0.687 | — | — | — | — | |
| PSNRCategory=FR2022.04 | 0.676 | 0.675 | — | — | — | — | |
| PSNRType=FR2026.02 | 0.672 | 0.667 | — | — | — | — | |
| VIFType=FR2026.02 | 0.669 | 0.676 | — | — | — | — | |
| LIQETraining Set=KonIQ, #Training=7K (70%)2023.12 | 0.662 | 0.667 | — | — | — | — | |
| CLIP-IQA+Training Set=KonIQ, #Training=7K (70%)2023.12 | 0.654 | 0.653 | — | — | — | — | |
| LIQETraining Set=SPAQ, #Training=8.8K (80%)2023.12 | 0.639 | 0.627 | — | — | — | — | |
| CLIP-IQA+Training Set=SPAQ, #Training=8.8K (80%)2023.12 | 0.633 | 0.638 | — | — | — | — | |
| HOSACategory=NR2022.04 | 0.609 | 0.653 | — | — | — | — | |
| FEWSHOT-Q-ALIGNTraining Set=KonIQ, #Training=2K (20%)2023.12 | 0.607 | 0.589 | — | — | — | — | |
| MUSIQ2023.03 | 0.572 | 0.584 | — | — | — | — | |
| ILNIQE2023.03 | 0.565 | 0.611 | — | — | — | — | |
| MUSIQTraining Set=KonIQ, #Training=7K (70%)2023.12 | 0.556 | 0.575 | — | — | — | — | |
| CORNIACategory=NR2022.04 | 0.541 | 0.58 | — | — | — | — | |
| NIMATraining Set=KonIQ, #Training=7K (70%)2023.12 | 0.535 | 0.532 | — | — | — | — | |
| InternVL3.5-8BRatio=1:4, IQARAG integration=true2026.01 | 0.5279 | 0.5317 | — | — | — | — | |
| InternVL3.5-8BRatio=1:4, IQARAG integration=false2026.01 | 0.5236 | 0.5487 | — | — | — | — | |
| InternVL3.5-8BRatio=3:7, IQARAG integration=false2026.01 | 0.521 | 0.5491 | — | — | — | — | |
| InternVL3.5-8BRatio=3:7, IQARAG integration=true2026.01 | 0.5206 | 0.5191 | — | — | — | — | |
| InternVL3.5-8BRatio=1:9, IQARAG integration=true2026.01 | 0.5186 | 0.5247 | — | — | — | — | |
| InternVL3.5-8BRatio=1:9, IQARAG integration=false2026.01 | 0.5174 | 0.5432 | — | — | — | — | |
| KonCept2023.03 | 0.503 | 0.515 | — | — | — | — | |
| DB-CNNCategory=NR2022.04 | 0.501 | 0.569 | — | — | — | — | |
| DBCNNTraining Set=SPAQ, #Training=8.8K (80%)2023.12 | 0.49 | 0.508 | — | — | — | — | |
| DBCNNTraining Set=KonIQ, #Training=7K (70%)2023.12 | 0.484 | 0.497 | — | — | — | — | |
| HyperIQATraining Set=KonIQ, #Training=7K (70%)2023.12 | 0.468 | 0.506 | — | — | — | — | |
| Ma192023.03 | 0.465 | 0.501 | — | — | — | — | |
| PaQ2PiQ2023.03 | 0.403 | 0.448 | — | — | — | — | |
| NIMATraining Set=SPAQ, #Training=8.8K (80%)2023.12 | 0.399 | 0.48 | — | — | — | — | |
| NIQE2023.03 | 0.389 | 0.442 | — | — | — | — | |
| Fang et al.Training Set=SPAQ, #Training=8.8K (80%)2023.12 | 0.381 | 0.448 | — | — | — | — |