SALOVA improves long-form video understanding by routing question-relevant video segments into the language model, outperforming prior video-LLMs on Video-MME and LongVideoBench.
Activitynet: A large-scale video benchmark for human activity understanding
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SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis
SALOVA improves long-form video understanding by routing question-relevant video segments into the language model, outperforming prior video-LLMs on Video-MME and LongVideoBench.