Image Quality Comparison on LIVE-C
87.33AccuracyQ-Align
Evaluation results
| Method | Links | |
|---|---|---|
| Q-AlignLabels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 87.33 | |
| VisualQuality-R1Labels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 86.3 | |
| LIQELabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 85.96 | |
| QualiRAGLabels=No, Methodology=Question-answering based, Model Category=Ours RAG-based Method2026.01 | 85.62 | |
| Q-InsightLabels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 84.59 | |
| CLIP-IQA+Labels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 84.18 | |
| Co-InstructLabels=Yes, Methodology=Question-answering based, Model Category=LMM-based VQA Methods2026.01 | 83.56 | |
| MUSIQLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 82.36 | |
| TOPIQLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 82.36 | |
| TRESLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 81.85 | |
| Qwen3-VL-8BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 81.67 | |
| Qwen2.5-VL-7BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 78.42 | |
| LLaVA-OneVision-7BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 76.54 | |
| InternVL3.5-8BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 69.35 | |
| InternVL3-9BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 66.1 | |
| Q-InstructLabels=Yes, Methodology=Question-answering based, Model Category=LMM-based VQA Methods2026.01 | 56.68 |