Video Quality Comparison on LIVE-HFR (Accuracy)
63.75AccuracyQualiRAG
Evaluation results
| Method | Links | |
|---|---|---|
| QualiRAGLabels=false, Method Type=Question-answering-based, Category=Ours RAG-based Method2026.01 | 63.75 | |
| COVERLabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 63.33 | |
| LLaVA-OneVision-7BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 62.92 | |
| DOVERLabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 62.5 | |
| Q-AlignLabels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 62.08 | |
| VQAThinkerLabels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 62.08 | |
| Qwen2.5-VL-7BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 60.42 | |
| FAST-VQALabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 60.42 | |
| VQA^2Labels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 60 | |
| Qwen3-VL-8BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 59.58 | |
| InternVL3.5-8BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 58.33 | |
| InternVL3-9BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 57.92 | |
| MinimalisticVQALabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 56.67 | |
| Co-InstructLabels=true, Method Type=Question-answering-based, Category=LMM-based VQA Methods2026.01 | 51.25 | |
| Q-InstructLabels=true, Method Type=Question-answering-based, Category=LMM-based VQA Methods2026.01 | 49.17 |