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 have expanded their capabilities to multimodal contexts%2C including comprehensive video understanding. However%2C processing extensive videos such as 24-hour CCTV footage or full-length films presents significant challenges due to the vast data and processing demands. Traditional methods%2C like extracting key frames or converting frames to text%2C often result in substantial information loss. To address these shortcomings%2C we develop OmAgent%2C efficiently stores and retrieves relevant video frames for specific queries%2C preserving the detailed content of videos. Additionally%2C it features an Divide-and-Conquer Loop capable of autonomous reasoning%2C dynamically invoking APIs and tools to enhance query processing and accuracy. This approach ensures robust video understanding%2C significantly reducing information loss. Experimental results affirm OmAgent's efficacy in handling various types of videos and complex tasks. Moreover%2C we have endowed it with greater autonomy and a robust tool-calling system%2C enabling it to accomplish even more intricate tasks.?quality=80&w=800)
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