Video Quality Comparison on VDPVE
77.33AccuracyVQAThinker
Evaluation results
| Method | Links | |
|---|---|---|
| VQAThinkerLabels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 77.33 | |
| VQA^2Labels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 76.13 | |
| QualiRAGLabels=false, Method Type=Question-answering-based, Category=Ours RAG-based Method2026.01 | 74.46 | |
| Q-AlignLabels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 74.22 | |
| DOVERLabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 73.51 | |
| COVERLabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 73.03 | |
| FAST-VQALabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 72.79 | |
| MinimalisticVQALabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 72.79 | |
| Qwen3-VL-8BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 69.69 | |
| InternVL3.5-8BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 68.74 | |
| Qwen2.5-VL-7BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 68.5 | |
| LLaVA-OneVision-7BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 67.3 | |
| Co-InstructLabels=true, Method Type=Question-answering-based, Category=LMM-based VQA Methods2026.01 | 65.87 | |
| InternVL3-9BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 61.34 | |
| Q-InstructLabels=true, Method Type=Question-answering-based, Category=LMM-based VQA Methods2026.01 | 54.18 |