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What types of video analysis tasks does InternVL support? How to perform zero-sample video classification?

2025-08-24 1.4 K

Video analytics capabilities

  • Zero Sample Video Classification: categorize video content without prior training
  • Text-Video Search: Searching for relevant content in a video library based on natural language descriptions
  • Video Content Summary: automatically generate text descriptions of video content
  • motion recognition: Recognize specific behaviors or actions in a video

Zero Sample Video Classification Process

  1. Upload Video: Support for common video formats
  2. Keyframe extraction: The model automatically selects a representative screen
  3. multimodal encoding: Analyze visual and audio information
  4. semantic association: Aligning video content with open domain text descriptions
  5. categorized output: return the most likely content category

Technical characteristics

InternVL uses dynamic sampling and attention mechanisms to process temporal information in videos to support long video understanding. The model achieves zero-sample capability through cross-modal comparison learning, which can be directly applied to new domains without fine-tuning.

application scenario

It is suitable for a variety of application scenarios such as video content auditing, media asset management, educational video retrieval, etc., and significantly reduces the realization threshold of video analytics.

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