Visual Quality Assessment on AIGIQA-20K
0.8936SRCCMST-CLIPIQA*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MST-CLIPIQA*2026.06 | 0.8936 | 0.9149 | |
| MST-CLIPIQA2026.06 | 0.8803 | 0.9078 | |
| Q-AlignType=data-driven, Supervision Setting=Supervised2026.02 | 0.874 | 0.889 | |
| LIQE2026.06 | 0.8655 | 0.8934 | |
| MA-AGIQA2026.06 | 0.8644 | 0.905 | |
| MA-AGIQAType=data-driven, Supervision Setting=Supervised2026.02 | 0.864 | 0.905 | |
| ELIQType=data-driven, Supervision Setting=Weak-supervised2026.02 | 0.856 | 0.883 | |
| MANIQA2026.06 | 0.8553 | 0.8891 | |
| MANIQAType=data-driven, Supervision Setting=Supervised2026.02 | 0.85 | 0.887 | |
| MUSIQ2026.06 | 0.8344 | 0.8678 | |
| CLIP-IQA+Type=data-driven, Supervision Setting=Weak-supervised2026.02 | 0.833 | 0.854 | |
| MUSIQType=data-driven, Supervision Setting=Supervised2026.02 | 0.832 | 0.864 | |
| HyperIQA2026.06 | 0.8174 | 0.8417 | |
| HyperIQAType=data-driven, Supervision Setting=Supervised2026.02 | 0.816 | 0.832 | |
| DBCNNType=data-driven, Supervision Setting=Supervised2026.02 | 0.805 | 0.848 | |
| StairIQA2026.06 | 0.7911 | 0.8435 | |
| StairIQAType=data-driven, Supervision Setting=Supervised2026.02 | 0.789 | 0.842 | |
| GRepQ-DType=data-driven, Supervision Setting=Weak-supervised2026.02 | 0.789 | 0.81 | |
| CONTRIQUEType=data-driven, Supervision Setting=Weak-supervised2026.02 | 0.788 | 0.807 | |
| Re-IQAType=data-driven, Supervision Setting=Weak-supervised2026.02 | 0.787 | 0.811 | |
| ELIQType=data-driven, Supervision Setting=Label-free2026.02 | 0.786 | 0.803 | |
| ARNIQAType=data-driven, Supervision Setting=Weak-supervised2026.02 | 0.778 | 0.792 | |
| LinearityIQA2026.06 | 0.7419 | 0.6838 | |
| DUBMAType=data-driven, Supervision Setting=Label-free2026.02 | 0.695 | 0.697 | |
| MDFSType=data-driven, Supervision Setting=Label-free2026.02 | 0.691 | 0.695 | |
| QualiCLIPType=data-driven, Supervision Setting=Label-free2026.02 | 0.679 | 0.694 | |
| GRepQ-ZType=data-driven, Supervision Setting=Label-free2026.02 | 0.624 | 0.634 | |
| BRISQUEType=handcraft, Supervision Setting=Supervised2026.02 | 0.466 | 0.558 | |
| CLIP-IQAType=data-driven, Supervision Setting=Label-free2026.02 | 0.388 | 0.537 | |
| ILNIQEType=handcraft, Supervision Setting=Label-free2026.02 | 0.335 | 0.455 | |
| NIQEType=handcraft, Supervision Setting=Label-free2026.02 | 0.208 | 0.337 |