Video Understanding on MMBench-Video
1.87Mean Score (0-3)GPT-4o (2024-05-13)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPT-4o (2024-05-13)Size=-2026.04 | 1.87 | — | |
| G2F-RAGSize=7B, Base Model=Qwen2.5-VL2026.04 | 1.85 | — | |
| G2F-RAGSize=8B, Base Model=InternVL3.52026.04 | 1.82 | — | |
| SlowFast + PASInference Strategy=SlowFast stacked with PAS2025.11 | 1.81 | — | |
| Gemini1.5 ProSize=-2026.04 | 1.8 | — | |
| G2F-RAGSize=14B, Base Model=InternVL3.52026.04 | 1.8 | — | |
| Qwen2.5-VLSize=7B2026.04 | 1.79 | — | |
| PASInference Strategy=Phase Aggregated Smoothing (Ours)2025.11 | 1.78 | — | |
| SlowFast-LLaVAInference Strategy=SlowFast2025.11 | 1.76 | — | |
| TS-LLaVA + PASInference Strategy=TS-LLaVA stacked with PAS2025.11 | 1.76 | — | |
| InternVL3.5Size=8B2026.04 | 1.74 | — | |
| InternVL3Size=14B2026.04 | 1.73 | — | |
| InternVL3.5Size=14B2026.04 | 1.73 | — | |
| Default SettingInference Strategy=Default Setting, Backbone=Qwen2.5-VL-7B-Instruct2025.11 | 1.71 | — | |
| TS-LLaVAInference Strategy=TS-LLaVA2025.11 | 1.7 | — | |
| MiniCPM-V 2.6Size=8B2026.04 | 1.7 | — | |
| InternVL3Size=8B2026.04 | 1.69 | — | |
| InternVL2.5Size=8B2026.04 | 1.68 | — | |
| G2F-RAGSize=4B, Base Model=InternVL3.52026.04 | 1.66 | — | |
| G2F-RAGSize=7B, Base Model=LLaVA-Video2026.04 | 1.66 | — | |
| Qwen2.5-VLSize=3B2026.04 | 1.63 | — | |
| LLaVA-VideoSize=7B2026.04 | 1.6 | — | |
| InternVL3.5Size=4B2026.04 | 1.59 | — | |
| GPT-4o2025.06 | — | 2.15 | |
| KangarooSize=8B2024.12 | — | 1.44 | |
| LinVT-AquilaSize=2B2024.12 | — | 1.12 | |
| LinVT-BLIP-3Size=4B2024.12 | — | 1.53 | |
| LinVT-InternVL2Size=8B2024.12 | — | 1.57 | |
| LinVT-MiphaSize=1.6B2024.12 | — | 1.06 | |
| LinVT-MolmoSize=7B2024.12 | — | 1.54 | |
| LinVT-Qwen2-VLSize=7B2024.12 | — | 1.62 | |
| MiniGPT4-VideoSize=7B2024.12 | — | 1.05 | |
| PLLAVASize=7B2024.12 | — | 1.03 | |
| UnisonStage=Uni. 2 Stage2025.12 | — | 0.94 | |
| UniWorld-V12025.06 | — | 1.79 | |
| Video-LLaVA2025.06 | — | 1.05 | |
| Video-LLaVASize=7B2024.12 | — | 1.05 | |
| VideoChatGPTSize=7B2024.12 | — | 0.93 | |
| VideoLLaMA 2# Frames=16, Parameters=7B2024.06 | — | 1.06 |