No-Reference Image Quality Assessment on KADID
0.934SRCCCONTRIQUE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CONTRIQUE2023.04 | 0.934 | 0.937 | |
| Re-IQAModule=quality-aware2023.04 | 0.885 | 0.892 | |
| Re-IQAModule=content + quality2023.04 | 0.872 | 0.885 | |
| HyperIQA2023.04 | 0.852 | 0.845 | |
| DB-CNN2023.04 | 0.851 | 0.856 | |
| Q-AlignModel Type=Non-reasoning2026.03 | 0.792 | 0.795 | |
| ME-IQABase VLM=Q-Insight2026.03 | 0.785 | 0.77 | |
| ME-IQABase VLM=EvoQuality2026.03 | 0.783 | 0.783 | |
| ARNIQATraining=LIVE2023.10 | 0.764 | — | |
| CLIP-IQA+Model Type=Non-reasoning2026.03 | 0.756 | 0.762 | |
| ME-IQABase VLM=VisualQuality-R12026.03 | 0.753 | 0.741 | |
| ME-IQABase VLM=Doubao-Seed-1.6-vision2026.03 | 0.746 | 0.74 | |
| ME-IQABase VLM=GPT-52026.03 | 0.744 | 0.739 | |
| PaQ-2-PiQ2023.04 | 0.74 | — | |
| BaselineBase VLM=EvoQuality2026.03 | 0.738 | 0.744 | |
| BaselineBase VLM=Q-Insight2026.03 | 0.737 | 0.732 | |
| ARNIQATraining=CSIQ2023.10 | 0.735 | — | |
| Compare2ScoreModel Type=Non-reasoning2026.03 | 0.731 | 0.72 | |
| ARNIQATraining=TID20132023.10 | 0.726 | — | |
| DeQA-ScoreModel Type=Non-reasoning2026.03 | 0.716 | 0.711 | |
| BaselineBase VLM=Doubao-Seed-1.6-vision2026.03 | 0.709 | 0.707 | |
| BaselineBase VLM=VisualQuality-R12026.03 | 0.703 | 0.709 | |
| ImageNet Pretrained (Supervised)2023.04 | 0.701 | 0.677 | |
| BaselineBase VLM=GPT-52026.03 | 0.701 | 0.715 | |
| CONTRIQUETraining=LIVE2023.10 | 0.699 | — | |
| CONTRIQUETraining=CSIQ2023.10 | 0.696 | — | |
| NIMAModel Type=Non-reasoning2026.03 | 0.693 | 0.701 | |
| MUSIQModel Type=Non-reasoning2026.03 | 0.65 | 0.668 | |
| CONTRIQUETraining=TID20132023.10 | 0.64 | — | |
| Re-IQATraining=TID20132023.10 | 0.636 | — | |
| Re-IQAModule=content-aware2023.04 | 0.601 | 0.656 | |
| HyperIQATraining=TID20132023.10 | 0.581 | — | |
| Re-IQATraining=LIVE2023.10 | 0.557 | — | |
| Su et al.Training=TID20132023.10 | 0.554 | — | |
| BRISQUE2023.04 | 0.528 | 0.567 | |
| Re-IQATraining=CSIQ2023.10 | 0.521 | — | |
| CORNIA2023.04 | 0.516 | 0.558 | |
| Su et al.Training=CSIQ2023.10 | 0.515 | — | |
| HyperIQATraining=CSIQ2023.10 | 0.509 | — | |
| Su et al.Training=LIVE2023.10 | 0.506 | — | |
| HyperIQATraining=LIVE2023.10 | 0.492 | — | |
| MANIQAModel Type=Non-reasoning2026.03 | 0.488 | 0.526 | |
| NIQEModel Type=Non-reasoning2026.03 | 0.43 | 0.43 |