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How to automate caption generation and speaker annotation for educational videos?

2025-08-23 1.3 K
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Educational video caption generation requires special attention to terminological accuracy and speaker correspondence:

Customized Solutions

  • Subject dictionary import: Add terminology dictionaries (e.g. medical_terms.txt) to the config directory to improve the recognition rate.
  • Speaker registration system: Pre-recorded voice samples for fixed teachers, named and saved as teacher_voice.wav
  • speech rate adaptation: Settingsmax_sentence_lengthParameters adjust the length of the break (8-12 seconds recommended)

Specific implementation steps

  1. utilizationffmpeg -i lecture.mp4 -vn lecture.wavExtract pure audio
  2. Set in config.yaml:
    speaker_profiles: [teacher,student1,student2]
    dictionary_path: config/edu_terms.txt
  3. After running the main program, replace terms in bulk with regular expressions (e.g., replace "DNA" with "DNA" uniformly).

Teaching Scene Specialization Techniques

1. Introduction of question-and-answer sessionsspeaker_transition_threshold=0.3Improved switching sensitivity
2. Add[黑板板书]Scene labeling such as
3. Preserve timestamp alignment when outputting bilingual subtitles

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