Blind Image Quality Assessment on CLIVE
0.8947SRCCQPT-ResNet50
Evaluation results
| Method | Links | ||
|---|---|---|---|
| QPT-ResNet50backbone=ResNet502023.03 | 0.8947 | 0.9141 | |
| HyperIQA2023.04 | 0.859 | 0.882 | |
| PQR2023.04 | 0.857 | 0.882 | |
| HyperIQA2023.03 | 0.8546 | 0.8709 | |
| CONRTIQUE2023.03 | 0.854 | 0.89 | |
| UNIQUE2023.03 | 0.854 | 0.89 | |
| ResNet50backbone=ResNet502023.03 | 0.8527 | 0.8807 | |
| DB-CNN2023.04 | 0.851 | 0.869 | |
| TRES2023.03 | 0.846 | 0.877 | |
| CONTRIQUE2023.04 | 0.845 | 0.857 | |
| DB-CNN2023.03 | 0.8443 | 0.8624 | |
| PaQ-2-PiQ2023.03 | 0.84 | 0.85 | |
| PaQ-2-PiQ2023.04 | 0.84 | 0.85 | |
| Re-IQAModule=content + quality2023.04 | 0.84 | 0.854 | |
| TOPIQTrain on=KonIQ-10k2023.08 | 0.8206 | 0.8389 | |
| TOPIQTrain on=SPAQ2023.08 | 0.8128 | 0.8327 | |
| Re-IQAModule=content-aware2023.04 | 0.808 | 0.844 | |
| Re-IQAModule=quality-aware2023.04 | 0.806 | 0.824 | |
| SFA2023.03 | 0.8037 | 0.8213 | |
| Re-IQATraining Database=KonIQ2023.04 | 0.791 | — | |
| MUSIQTrain on=SPAQ2023.08 | 0.789 | 0.8134 | |
| MUSIQTrain on=KonIQ-10k2023.08 | 0.7889 | 0.8295 | |
| TOPIQTrain on=FLIVE2023.08 | 0.7868 | 0.814 | |
| Hyper-IQATraining Database=KonIQ2023.04 | 0.785 | — | |
| ImageNet Pretrained (Supervised)2023.04 | 0.781 | 0.809 | |
| TRESTrain on=KonIQ-10k2023.08 | 0.7771 | 0.8118 | |
| PQRTraining Database=KonIQ2023.04 | 0.77 | — | |
| MUSIQTrain on=FLIVE2023.08 | 0.7672 | 0.8014 | |
| TRESTrain on=FLIVE2023.08 | 0.7336 | 0.7213 | |
| CONTRIQUETraining Database=KonIQ2023.04 | 0.731 | — | |
| QualiCLIPOU (Opinion-Unaware)=true, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.725 | 0.802 | |
| WaDIQaM-NR2023.03 | 0.6916 | 0.7304 | |
| LIQEOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.657 | 0.691 | |
| CORNIA2023.04 | 0.629 | 0.671 | |
| CNNIQA2023.03 | 0.6269 | 0.6008 | |
| BRISQUE2023.04 | 0.608 | 0.629 | |
| BRISQUE2023.03 | 0.6005 | 0.6211 | |
| DBCNNOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.57 | 0.638 | |
| HyperIQAOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.56 | 0.642 | |
| CLIP-IQA+OU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.551 | 0.597 | |
| GRepQOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.536 | 0.583 | |
| BMPRI2023.03 | 0.4868 | 0.5229 | |
| QCNOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.463 | 0.559 | |
| NIQE2023.03 | 0.4536 | 0.4676 | |
| ILNIQE2023.03 | 0.4531 | 0.5114 | |
| ARNIQAOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.389 | 0.486 | |
| CONTRIQUEOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.342 | 0.408 | |
| Re-IQAOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.297 | 0.358 |