Image Quality Assessment on AIGIQA-20K (test)
0.874SRCCQ-Align
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Q-AlignSupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.874 | 0.889 | |
| MA-AGIQASupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.864 | 0.905 | |
| LEAFSupervision Paradigm=Weak-supervised, MOS labeling ratio=30% MOS2026.01 | 0.86 | 0.905 | |
| MANIQASupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.85 | 0.887 | |
| LEAFSupervision Paradigm=Weak-supervised, MOS labeling ratio=10% MOS2026.01 | 0.839 | 0.878 | |
| CLIP-IQA+Supervision Paradigm=Weak-supervised2026.01 | 0.833 | 0.854 | |
| MUSIQSupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.832 | 0.864 | |
| HyperIQASupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.816 | 0.832 | |
| DBCNNSupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.805 | 0.848 | |
| StairIQASupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.789 | 0.842 | |
| GRepQ-DSupervision Paradigm=Weak-supervised2026.01 | 0.789 | 0.81 | |
| CONTRIQUESupervision Paradigm=Weak-supervised2026.01 | 0.788 | 0.807 | |
| Re-IQASupervision Paradigm=Weak-supervised2026.01 | 0.787 | 0.811 | |
| ARNIQASupervision Paradigm=Weak-supervised2026.01 | 0.778 | 0.792 | |
| LEAFSupervision Paradigm=Label-free2026.01 | 0.696 | 0.762 | |
| DUBMASupervision Paradigm=Label-free2026.01 | 0.695 | 0.697 | |
| MDFSSupervision Paradigm=Label-free2026.01 | 0.691 | 0.695 | |
| QualiCLIPSupervision Paradigm=Label-free2026.01 | 0.679 | 0.694 | |
| GRepQ-ZSupervision Paradigm=Label-free2026.01 | 0.624 | 0.634 | |
| BRISQUESupervision Paradigm=Supervised, MOS labeling ratio=100%2026.01 | 0.466 | 0.558 | |
| CLIP-IQASupervision Paradigm=Label-free2026.01 | 0.388 | 0.537 | |
| ILNIQESupervision Paradigm=Label-free2026.01 | 0.335 | 0.455 | |
| NIQESupervision Paradigm=Label-free2026.01 | 0.208 | 0.337 |