Image Quality Comparison on AGIQA
79.28AccuracyQualiRAG
Evaluation results
| Method | Links | |
|---|---|---|
| QualiRAGLabels=No, Methodology=Question-answering based, Model Category=Ours RAG-based Method2026.01 | 79.28 | |
| Q-AlignLabels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 79.07 | |
| LLaVA-OneVision-7BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 78.95 | |
| Qwen2.5-VL-7BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 78.4 | |
| VisualQuality-R1Labels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 78.29 | |
| Co-InstructLabels=Yes, Methodology=Question-answering based, Model Category=LMM-based VQA Methods2026.01 | 77.2 | |
| Qwen3-VL-8BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 77.19 | |
| Q-InsightLabels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 76.94 | |
| CLIP-IQA+Labels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 74.74 | |
| LIQELabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 74.6 | |
| TOPIQLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 73.96 | |
| TRESLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 72.03 | |
| MUSIQLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 70.82 | |
| InternVL3.5-8BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 64.86 | |
| InternVL3-9BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 64.05 | |
| Q-InstructLabels=Yes, Methodology=Question-answering based, Model Category=LMM-based VQA Methods2026.01 | 62.91 |