Streaming Video Understanding on OVBench Non-Proactive
63.9AverageStreamReady
Evaluation results
| Method | Links | |
|---|---|---|
| StreamReadySize=7B, Category=Online Video MLLMs, Backbone=Qwen-2-VL2026.03 | 63.9 | |
| StreamForestSize=7B, Category=Online Video MLLMs, Backbone=Qwen-2-VL2026.03 | 60.5 | |
| HierarQSize=7B, Category=Offline Video MLLMs2026.03 | 57.8 | |
| VideoChat-OnlineSize=4B, Category=Online Video MLLMs2026.03 | 54.9 | |
| LLaVA-OneVisionSize=7B, Category=Offline Video MLLMs2026.03 | 49.5 | |
| InternVL2Size=8B, Category=Offline Video MLLMs2026.03 | 48.7 | |
| Qwen-2-VLSize=7B, Category=Offline Video MLLMs2026.03 | 48.7 | |
| LongVASize=7B, Category=Offline Video MLLMs2026.03 | 43.6 | |
| LLaMA-VIDSize=7B, Category=Offline Video MLLMs2026.03 | 41.9 | |
| MiniCPM-V2.6Size=8B, Category=Offline Video MLLMs2026.03 | 39.1 | |
| Flash-VStreamSize=7B, Category=Online Video MLLMs, Backbone=Qwen-2-VL2026.03 | 31.2 | |
| MovieChatSize=7B, Category=Online Video MLLMs2026.03 | 30.9 | |
| LITASize=7B, Category=Offline Video MLLMs2026.03 | 20.4 | |
| TimeChatSize=7B, Category=Offline Video MLLMs2026.03 | 12.8 | |
| VideoLLM-OnlineSize=8B, Category=Online Video MLLMs2026.03 | 9.6 |