Blind Image Quality Assessment on LIVE-W
0.899PLCCMR-IQA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MR-IQAMethod Category=MLLM-based: RL training, Backbone=Qwen3-VL-2B, Reproduction Protocol=Controlled reproduction2026.06 | 0.899 | 0.883 | |
| DeQAMethod Category=MLLM-based: SFT training2026.06 | 0.892 | 0.879 | |
| Q-Insight (regression)Method Category=MLLM-based: RL training, Backbone=Qwen2.5-VL-7B, Reproduction Protocol=Reported2026.06 | 0.87 | 0.839 | |
| Q-AlignMethod Category=MLLM-based: SFT training2026.06 | 0.853 | 0.86 | |
| MANIQAMethod Category=Deep-learning-based2026.06 | 0.849 | 0.832 | |
| CLIP-IQA+Method Category=Deep-learning-based2026.06 | 0.832 | 0.805 | |
| VQ-R1 (ranking)Method Category=MLLM-based: RL training, Backbone=Qwen3-VL-2B, Reproduction Protocol=Controlled reproduction2026.06 | 0.817 | 0.869 | |
| NIMAMethod Category=Deep-learning-based2026.06 | 0.814 | 0.771 | |
| MUSIQMethod Category=Deep-learning-based2026.06 | 0.789 | 0.83 | |
| C2ScoreMethod Category=MLLM-based: SFT training2026.06 | 0.786 | 0.772 | |
| DBCNNMethod Category=Deep-learning-based2026.06 | 0.773 | 0.73 | |
| NIQEMethod Category=Hand-crafted2026.06 | 0.493 | 0.449 | |
| BRISQUEMethod Category=Hand-crafted2026.06 | 0.361 | 0.313 |