No-Reference Image Quality Assessment on SPAQ
0.965SROCCPQR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PQR2023.04 | 0.965 | 0.971 | |
| LGDM2025.09 | 0.947 | 0.948 | |
| B_GatedActivation=Gated2025.09 | 0.928 | 0.932 | |
| B_Gated (Ours)Activation=Gated, Type=Non-diffusion2025.09 | 0.928 | 0.932 | |
| BActivation=Baseline2025.09 | 0.927 | 0.931 | |
| B (Baseline)Type=Non-diffusion2025.09 | 0.927 | 0.931 | |
| QPT-ResNet50backbone=ResNet502023.03 | 0.925 | 0.9279 | |
| LoDAType=Non-diffusion2025.09 | 0.925 | 0.928 | |
| LoDa2026.04 | 0.925 | 0.928 | |
| ME-IQABase VLM=Q-Insight2026.03 | 0.924 | 0.922 | |
| VUGA2026.04 | 0.924 | 0.919 | |
| DP-IQA2025.09 | 0.923 | 0.926 | |
| QCNType=Non-diffusion2025.09 | 0.923 | 0.928 | |
| TOPIQBackbone=ResNet502023.08 | 0.921 | 0.924 | |
| B_SigActivation=Sigmoid2025.09 | 0.921 | 0.926 | |
| B_Sig (Ours)Activation=Sigmoid, Type=Non-diffusion2025.09 | 0.921 | 0.926 | |
| TOPIQ2026.04 | 0.921 | 0.924 | |
| ME-IQABase VLM=EvoQuality2026.03 | 0.919 | 0.925 | |
| DEIQT2026.04 | 0.919 | 0.923 | |
| Re-IQAModule=content + quality2023.04 | 0.918 | 0.925 | |
| MUSIQType=Non-diffusion2025.09 | 0.918 | 0.921 | |
| RE-IQAType=Non-diffusion2025.09 | 0.918 | 0.925 | |
| Re-IQAType=SSL+LR2026.03 | 0.918 | 0.925 | |
| MUSIQ2026.04 | 0.918 | 0.921 | |
| ReIQA2026.06 | 0.918 | 0.925 | |
| MUSIQ2023.03 | 0.917 | 0.921 | |
| MUSIQ2023.04 | 0.917 | 0.921 | |
| MUSIQ2023.08 | 0.917 | 0.92 | |
| MUSIQ2026.06 | 0.917 | 0.921 | |
| ResNet50backbone=ResNet502023.03 | 0.9161 | 0.9207 | |
| HyperIQA2023.04 | 0.916 | 0.919 | |
| HyperIQAType=Supervised2026.03 | 0.916 | 0.919 | |
| HyperIQA2026.06 | 0.916 | 0.919 | |
| HyperIQA2023.03 | 0.9155 | 0.9188 | |
| CONTRIQUE2023.04 | 0.914 | 0.919 | |
| CONTRIQUEType=SSL+LR2026.03 | 0.914 | 0.919 | |
| SHAMISAType=SSL+LR2026.03 | 0.914 | 0.92 | |
| CONTRIQUE2026.06 | 0.914 | 0.919 | |
| SLIDE-IQA2026.06 | 0.913 | 0.918 | |
| DB-CNN2023.04 | 0.911 | 0.915 | |
| DBCNN2023.08 | 0.911 | 0.915 | |
| DBCNNType=Non-diffusion2025.09 | 0.911 | 0.915 | |
| HyperIQAType=Non-diffusion2025.09 | 0.911 | 0.915 | |
| DB-CNNType=Supervised2026.03 | 0.911 | 0.915 | |
| DB-CNN2026.04 | 0.911 | 0.915 | |
| HyperIQA2026.04 | 0.911 | 0.915 | |
| DB-CNN2026.06 | 0.911 | 0.915 | |
| TRIQA2026.06 | 0.911 | 0.914 | |
| DB-CNN2023.03 | 0.9099 | 0.9133 | |
| Fang et al.2023.08 | 0.908 | 0.909 | |
| SFA2023.03 | 0.9057 | 0.9069 | |
| ARNIQAType=SSL+LR2026.03 | 0.905 | 0.91 | |
| ARNIQA2026.06 | 0.905 | 0.91 | |
| ImageNet Pretrained (Supervised)2023.04 | 0.904 | 0.909 | |
| Re-IQAModule=content-aware2023.04 | 0.902 | 0.908 | |
| ReIQA-CBackbone=MoCov22026.06 | 0.902 | 0.908 | |
| BaselineBase VLM=EvoQuality2026.03 | 0.901 | 0.903 | |
| Re-IQAModule=quality-aware2023.04 | 0.9 | 0.91 | |
| EvoQualityModel Category=VLM-based, Zero-shot evaluation=true, Evolution Round=Round 22025.09 | 0.9 | 0.903 | |
| ReIQA-Q2026.06 | 0.9 | 0.91 | |
| BaselineBase VLM=Q-Insight2026.03 | 0.899 | 0.901 | |
| ME-IQABase VLM=VisualQuality-R12026.03 | 0.899 | 0.912 | |
| EvoQualityModel Category=VLM-based, Zero-shot evaluation=true, Evolution Round=Round 12025.09 | 0.899 | 0.902 | |
| DeQA-ScoreModel Type=Non-reasoning2026.03 | 0.895 | 0.895 | |
| DeQA-ScoreModel Category=VLM-based, Zero-shot evaluation=true2025.09 | 0.895 | 0.895 | |
| SLIDE-IQA-CBackbone=DINOv32026.06 | 0.892 | 0.896 | |
| Q-InsightModel Category=VLM-based, Zero-shot evaluation=true2025.09 | 0.891 | 0.893 | |
| Q-AlignModel Type=Non-reasoning2026.03 | 0.887 | 0.886 | |
| BaselineBase VLM=VisualQuality-R12026.03 | 0.887 | 0.895 | |
| ME-IQABase VLM=Doubao-Seed-1.6-vision2026.03 | 0.887 | 0.888 | |
| ME-IQABase VLM=GPT-52026.03 | 0.887 | 0.891 | |
| Q-AlignModel Category=VLM-based, Zero-shot evaluation=true2025.09 | 0.887 | 0.886 | |
| SLIDE-IQA-Q2026.06 | 0.885 | 0.89 | |
| VisualQuality-R1Model Category=VLM-based, Zero-shot evaluation=true2025.09 | 0.878 | 0.877 | |
| TOPIQTrain on=KonIQ-10k2023.08 | 0.8758 | 0.8791 | |
| MUSIQtraining=KonIQ-10k (Type B)2022.07 | 0.873 | 0.868 | |
| BaselineBase VLM=GPT-52026.03 | 0.873 | 0.879 | |
| MUSIQTrain on=KonIQ-10k2023.08 | 0.8676 | 0.8626 | |
| BaselineBase VLM=Doubao-Seed-1.6-vision2026.03 | 0.867 | 0.874 | |
| CLIP-IQA+training=KonIQ-10k (Type B)2022.07 | 0.864 | 0.866 | |
| CLIP-IQA+Model Type=Non-reasoning2026.03 | 0.864 | 0.866 | |
| CLIP-IQA+Training Dataset=Koniq10k and HiRQA2025.08 | 0.864 | 0.866 | |
| CLIP-IQA+Model Category=Discriminative Deep-Learning-based, Zero-shot evaluation=true2025.09 | 0.864 | 0.866 | |
| MUSIQModel Type=Non-reasoning2026.03 | 0.863 | 0.868 | |
| MUSIQTraining Dataset=Koniq10k and HiRQA2025.08 | 0.863 | 0.868 | |
| MUSIQModel Category=Discriminative Deep-Learning-based, Zero-shot evaluation=true2025.09 | 0.863 | 0.868 | |
| TRESTrain on=KonIQ-10k2023.08 | 0.8619 | 0.8624 | |
| HiRQATraining Dataset=Koniq10k and HiRQA2025.08 | 0.859 | 0.86 | |
| NIMAModel Type=Non-reasoning2026.03 | 0.856 | 0.838 | |
| Compare2ScoreModel Type=Non-reasoning2026.03 | 0.856 | 0.873 | |
| NIMAModel Category=Discriminative Deep-Learning-based, Zero-shot evaluation=true2025.09 | 0.856 | 0.838 | |
| TOPIQTrain on=FLIVE2023.08 | 0.8479 | 0.812 | |
| HOSAType=Codebook2026.03 | 0.846 | 0.852 | |
| MUSIQTrain on=FLIVE2023.08 | 0.8436 | 0.8112 | |
| Qwen2.5-VL-7BModel Category=VLM-based, Zero-shot evaluation=true2025.09 | 0.843 | 0.853 | |
| WaDIQaM-NR2023.03 | 0.8397 | 0.8449 | |
| KonCept512training=KonIQ-10k (Type B)2022.07 | 0.837 | 0.815 | |
| HyperIQAtraining=KonIQ-10k (Type B)2022.07 | 0.811 | 0.805 | |
| BRISQUE2023.04 | 0.809 | 0.817 | |
| BRISQUE2023.08 | 0.809 | 0.817 |