Image Quality Assessment on CLIVE
0.893SRCCDP-IQA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DP-IQAModel Type=teacher2024.05 | 0.893 | 0.913 | |
| Tool-IQATraining Dataset=KonIQ2026.06 | 0.889 | 0.902 | |
| SaTQA2024.05 | 0.877 | 0.903 | |
| LoDa2024.05 | 0.876 | 0.899 | |
| DP-IQAModel Type=student2024.05 | 0.875 | 0.902 | |
| Tool-augmented Zoom-IQATraining Dataset=KonIQ2026.06 | 0.87 | 0.887 | |
| DEIQT2024.05 | 0.861 | 0.886 | |
| HyperIQA2024.05 | 0.859 | 0.882 | |
| DBCNN2024.05 | 0.851 | 0.869 | |
| TReS2024.05 | 0.846 | 0.877 | |
| MG-IQAmulti-dataset training=true, training_data=KADID-10k + SPAQ2026.04 | 0.846 | 0.86 | |
| TIQA2024.05 | 0.845 | 0.861 | |
| P2P-BM2024.05 | 0.844 | 0.842 | |
| ReIQA2024.05 | 0.84 | 0.854 | |
| MetaIQA2024.05 | 0.835 | 0.802 | |
| Tool-IQATraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.833 | 0.854 | |
| MG-IQATraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.829 | 0.844 | |
| VisualQuality-R1Training Dataset=KonIQ2026.06 | 0.827 | 0.856 | |
| VQ-R1multi-dataset training=true, training_data=KADID-10k + SPAQ2026.04 | 0.826 | 0.841 | |
| QualiCLIP+Opinion-Unaware=false2024.03 | 0.821 | 0.867 | |
| CLIP-IQA+Opinion-Unaware=false2024.03 | 0.815 | 0.849 | |
| VQ-R1Training Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.81 | 0.826 | |
| Q-Insightmulti-dataset training=true, training_data=KADID-10k + SPAQ2026.04 | 0.808 | 0.824 | |
| CONTRIQUEOpinion-Unaware=false2024.03 | 0.806 | 0.838 | |
| CLIP-IQA2024.05 | 0.805 | 0.832 | |
| Q-InsightTraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.801 | 0.818 | |
| ARNIQAOpinion-Unaware=false2024.03 | 0.797 | 0.823 | |
| GRepQOpinion-Unaware=false2024.03 | 0.793 | 0.813 | |
| VisualQuality-R1Training dataset=KADID-10K, Method category=VLM-based2026.06 | 0.792 | 0.799 | |
| DeQA-ScoreTraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.79 | 0.805 | |
| Q-AlignTraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.784 | 0.797 | |
| Re-IQAOpinion-Unaware=false2024.03 | 0.783 | 0.797 | |
| LIQETraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.771 | 0.788 | |
| TOPIQTraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.763 | 0.779 | |
| QInsightTraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.761 | 0.795 | |
| Qwen3-VL-8B-InsTraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.76 | 0.772 | |
| MANIQATraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.755 | 0.768 | |
| GRepQOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.751 | 0.772 | |
| Re-IQATraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.749 | 0.762 | |
| LIQEOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.743 | 0.756 | |
| DeQA-ScoreTraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.743 | 0.795 | |
| MUSIQTraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.742 | 0.756 | |
| CONTRIQUEOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.734 | 0.766 | |
| Qwen2.5-VL-7BTraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.733 | 0.76 | |
| QualiCLIPOpinion-Unaware=true2024.03 | 0.725 | 0.802 | |
| UNIQUETraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.721 | 0.738 | |
| LIQETraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.719 | 0.726 | |
| MUSIQ2024.05 | 0.702 | 0.746 | |
| HyperIQAOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.699 | 0.722 | |
| ARNIQAOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.699 | 0.765 | |
| MEON2024.05 | 0.697 | 0.71 | |
| TRESOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.696 | 0.727 | |
| CLIP-IQA+Opinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.694 | 0.741 | |
| Re-IQAOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.69 | 0.761 | |
| CLIP-IQATraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.689 | 0.715 | |
| WaDIQaM2024.05 | 0.682 | 0.671 | |
| DBCNNOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.66 | 0.698 | |
| QCNOpinion-Unaware=false, Training Dataset=FLIVE2024.03 | 0.653 | 0.731 | |
| BRISQUE2024.05 | 0.629 | 0.629 | |
| BIECON2024.05 | 0.613 | 0.613 | |
| BRISQUETraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.607 | 0.632 | |
| DIIVINE2024.05 | 0.588 | 0.591 | |
| Q-AlignTraining dataset=KADID-10K, Method category=VLM-based2026.06 | 0.554 | 0.643 | |
| DEIQTTraining dataset=KADID-10K, Method category=Discriminative Deep-Learning-based2026.06 | 0.511 | 0.528 | |
| ILNIQE2024.05 | 0.508 | 0.508 | |
| MANIQATraining dataset=KADID-10K, Method category=Discriminative Deep-Learning-based2026.06 | 0.487 | 0.571 | |
| UNIQUETraining dataset=KADID-10K, Method category=Discriminative Deep-Learning-based2026.06 | 0.47 | 0.472 | |
| NIQETraining Dataset=KADID-10k, Evaluation=Zero-shot2026.04 | 0.455 | 0.508 | |
| NIQETraining dataset=KADID-10K, Method category=Handcrafted2026.06 | 0.45 | 0.494 | |
| BRISQUETraining dataset=KADID-10K, Method category=Handcrafted2026.06 | 0.314 | 0.362 | |
| MUSIQTraining dataset=KADID-10K, Method category=Discriminative Deep-Learning-based2026.06 | 0.284 | 0.325 |