Image Quality Comparison on PIPAL
73.4AccuracyQualiRAG
Evaluation results
| Method | Links | |
|---|---|---|
| QualiRAGLabels=No, Methodology=Question-answering based, Model Category=Ours RAG-based Method2026.01 | 73.4 | |
| Qwen2.5-VL-7BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 70.4 | |
| VisualQuality-R1Labels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 68.8 | |
| Qwen3-VL-8BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 68.4 | |
| LIQELabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 68.4 | |
| TRESLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 68 | |
| Q-InsightLabels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 68 | |
| LLaVA-OneVision-7BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 67.2 | |
| Q-AlignLabels=Yes, Methodology=Quality scoring based, Model Category=LMM-based VQA Methods2026.01 | 67 | |
| MUSIQLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 66.8 | |
| Co-InstructLabels=Yes, Methodology=Question-answering based, Model Category=LMM-based VQA Methods2026.01 | 66.8 | |
| TOPIQLabels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 66.4 | |
| CLIP-IQA+Labels=Yes, Methodology=Quality scoring based, Model Category=DNN-based VQA Methods2026.01 | 65.4 | |
| Q-InstructLabels=Yes, Methodology=Question-answering based, Model Category=LMM-based VQA Methods2026.01 | 60.6 | |
| InternVL3.5-8BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 58.8 | |
| InternVL3-9BLabels=No, Methodology=Question-answering based, Model Category=Open-sourced General-purpose LMMs ~ 8B2026.01 | 57 |