Point-based methods can be faster to process than complex meshes in certain real-time scenarios.

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Currently, users must manually scrub through videos to find specific moments or create thumbnails. This is time-consuming for content managers and results in generic, often unrepresentative thumbnails for end-users. Without scene data, video seeking is inefficient, and long-form content lacks navigation structure.

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