Image Quality Assessment Score Regression on AGIQA
0.817PLCCVisualQuality-R1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VisualQuality-R1Category=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.817 | 0.76 | |
| Q-InsightCategory=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.816 | 0.766 | |
| Zoom-IQACategory=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.816 | 0.765 | |
| RACTDomain Setting=Out-of-domain2025.10 | 0.813 | 0.763 | |
| VisualQuality-R1Domain Setting=Out-of-domain2025.10 | 0.812 | 0.753 | |
| DeQACategory=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.809 | 0.729 | |
| Q-InsightDomain Setting=Out-of-domain2025.10 | 0.805 | 0.757 | |
| C2ScoreCategory=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.777 | 0.671 | |
| Q-AlignCategory=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.772 | 0.735 | |
| DeQADomain Setting=Out-of-domain2025.10 | 0.77 | 0.735 | |
| Q-AlignDomain Setting=Out-of-domain2025.10 | 0.765 | 0.722 | |
| CLIP-IQA+Category=VLM (w/o & w/ reasoning), Trained on KonIQ=true2026.01 | 0.736 | 0.685 | |
| DBCNNCategory=Non-VLM, Trained on KonIQ=true2026.01 | 0.73 | 0.641 | |
| ManIQACategory=Non-VLM, Trained on KonIQ=true2026.01 | 0.723 | 0.636 | |
| MUSIQCategory=Non-VLM, Trained on KonIQ=true2026.01 | 0.722 | 0.63 | |
| NIMACategory=Non-VLM, Trained on KonIQ=true2026.01 | 0.715 | 0.654 | |
| HyperIQACategory=Non-VLM, Trained on KonIQ=true2026.01 | 0.702 | 0.64 | |
| NIQECategory=Handcrafted, Trained on KonIQ=false2026.01 | 0.56 | 0.533 | |
| BRISQUECategory=Handcrafted, Trained on KonIQ=false2026.01 | 0.541 | 0.497 |