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How to optimize the accuracy of video analytics tools?

2025-09-10 2.5 K

Accuracy Improvement Program

The following optimization strategies can be adopted for different analysis requirements:

  • Model Selection: Choose the right size Whisper model (tiny to large) for your needs, larger models provide higher transcription accuracy.
  • Keyframe Settings: Increase the value of the -frames-per-minute parameter (e.g. 30fpm) for a more comprehensive visual analysis.
  • Multi-model validation: Cross-validation in conjunction with the use of the Ollama Vision model
  • reprocess: Manual validation of the generated JSON results to correct obvious errors
  • Environment Configuration: Ensure FFmpeg version compatibility to avoid codec problems affecting input quality

Special note: For videos in specialized fields, it is recommended to prepare a glossary of field terms in advance, which can significantly improve the quality of the transcription.

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