Video Quality Comparison on KoNViD-1K
87.17AccuracyVQAThinker
Evaluation Results
| Method | Links | |
|---|---|---|
| VQAThinkerLabels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 87.17 | |
| VQA^2Labels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 86.5 | |
| Q-AlignLabels=true, Method Type=Quality scoring-based, Category=LMM-based VQA Methods2026.01 | 86.17 | |
| DOVERLabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 85.5 | |
| FAST-VQALabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 84.17 | |
| COVERLabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 84.17 | |
| MinimalisticVQALabels=true, Method Type=Quality scoring-based, Category=DNN-based VQA Methods2026.01 | 83.33 | |
| QualiRAGLabels=false, Method Type=Question-answering-based, Category=Ours RAG-based Method2026.01 | 80.33 | |
| Co-InstructLabels=true, Method Type=Question-answering-based, Category=LMM-based VQA Methods2026.01 | 76.5 | |
| LLaVA-OneVision-7BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 75.33 | |
| Qwen3-VL-8BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 75.33 | |
| Qwen2.5-VL-7BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 73.5 | |
| InternVL3.5-8BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 73.33 | |
| InternVL3-9BLabels=false, Method Type=Question-answering-based, Category=Open-sourced General-purpose LMMs2026.01 | 71 | |
| Q-InstructLabels=true, Method Type=Question-answering-based, Category=LMM-based VQA Methods2026.01 | 56.5 |