Image Quality Assessment on AGIQA-1K
0.9091SRCCMST-CLIPIQA*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MST-CLIPIQA*2026.06 | 0.9091 | 0.918 | — | |
| MST-CLIPIQA2026.06 | 0.899 | 0.9149 | — | |
| LIQE2026.06 | 0.8927 | 0.9117 | — | |
| PKT-22026.07 | 0.8837 | 0.9079 | — | |
| PKT-12026.07 | 0.8818 | 0.9047 | — | |
| MANIQA2026.06 | 0.8804 | 0.9084 | — | |
| LIQE2026.07 | 0.8695 | 0.8961 | — | |
| StairIQA2026.06 | 0.864 | 0.8899 | — | |
| AGQG +IPCE2025.12 | 0.8606 | 0.8881 | 0.8744 | |
| MANIQA2026.07 | 0.8585 | 0.8921 | — | |
| AGQG +CLIP-AGIQA2025.12 | 0.8544 | 0.8831 | 0.8688 | |
| IPCEYear=20242025.12 | 0.8535 | 0.8792 | 0.8664 | |
| HyperIQA2026.06 | 0.8534 | 0.8912 | — | |
| StairIQA2026.07 | 0.8519 | 0.8851 | — | |
| MUSIQ2026.06 | 0.8506 | 0.885 | — | |
| CLIP-AGIQA2026.07 | 0.8482 | 0.8641 | — | |
| PSCRYear=20232025.12 | 0.843 | 0.8403 | 0.8417 | |
| HyperIQA2026.07 | 0.8415 | 0.8801 | — | |
| AGQG +CLIP-IQA2025.12 | 0.8402 | 0.8707 | 0.8555 | |
| AGQG +TIER2025.12 | 0.8312 | 0.8679 | 0.8496 | |
| MUSIQ2026.07 | 0.8308 | 0.8736 | — | |
| TIERYear=20242025.12 | 0.8266 | 0.8297 | 0.8282 | |
| QualiCLIP+Opinion-Unaware=false2024.03 | 0.826 | 0.871 | — | |
| CLIPIQAYear=20232025.12 | 0.8227 | 0.8411 | 0.8319 | |
| LinearityIQA2026.06 | 0.82 | 0.8578 | — | |
| LinearityIQA2026.07 | 0.8186 | 0.8479 | — | |
| CLIP-IQA+Opinion-Unaware=false2024.03 | 0.817 | 0.854 | — | |
| CONTRIQUEOpinion-Unaware=false2024.03 | 0.799 | 0.855 | — | |
| CLIP-AGIQAYear=20242025.12 | 0.7918 | 0.8339 | 0.8129 | |
| Re-IQAOpinion-Unaware=false2024.03 | 0.783 | 0.84 | — | |
| ARNIQAOpinion-Unaware=false2024.03 | 0.768 | 0.849 | — | |
| DBCNNYear=20182025.12 | 0.7491 | 0.8211 | 0.7851 | |
| GRepQOpinion-Unaware=false2024.03 | 0.74 | 0.797 | — | |
| QualiCLIPOU (Opinion-Unaware)=true, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.736 | 0.805 | — | |
| QualiCLIPOpinion-Unaware=true2024.03 | 0.736 | 0.805 | — | |
| QualiCLIPOpinion-Unaware=true2024.03 | 0.736 | 0.805 | — | |
| MGQAYear=20212025.12 | 0.6011 | 0.676 | 0.6386 | |
| CNNIQAYear=20142025.12 | 0.58 | 0.7139 | 0.647 | |
| StairIQAYear=20232025.12 | 0.5504 | 0.6088 | 0.5796 | |
| DBCNNOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.525 | 0.726 | — | |
| CLIP-IQA+Opinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.502 | 0.595 | — | |
| HyperIQAOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.493 | 0.486 | — | |
| CONTRIQUEOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.485 | 0.663 | — | |
| QCNOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.484 | 0.679 | — | |
| QCNOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.458 | 0.705 | — | |
| LIQEOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.45 | 0.663 | — | |
| DBCNNOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.445 | 0.693 | — | |
| CLIP-IQA+OU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.442 | 0.56 | — | |
| ARNIQAOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.437 | 0.682 | — | |
| DBCNNOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.427 | 0.651 | — | |
| LIQEOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.417 | 0.609 | — | |
| LIQEOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.413 | 0.465 | — | |
| Re-IQAOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.406 | 0.675 | — | |
| HyperIQAOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.403 | 0.582 | — | |
| CLIP-IQA+Opinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.395 | 0.584 | — | |
| TRESOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.392 | 0.585 | — | |
| TRESOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.364 | 0.643 | — | |
| GRepQOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.346 | 0.589 | — | |
| QCNOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.337 | 0.677 | — | |
| Re-IQAOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.33 | 0.548 | — | |
| GRepQOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.321 | 0.61 | — | |
| ARNIQAOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.32 | 0.629 | — | |
| CONTRIQUEOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.311 | 0.535 | — | |
| Re-IQAOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.291 | 0.41 | — | |
| CONTRIQUEOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.256 | 0.393 | — | |
| HyperIQAOpinion-Unaware=false, training_dataset=CLIVE2024.03 | 0.183 | 0.351 | — | |
| GRepQOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.174 | 0.591 | — | |
| ARNIQAOU (Opinion-Unaware)=false, Train Dataset=PIPAL, Evaluation Setting=Cross-dataset2024.03 | 0.173 | 0.564 | — |