Top Python Libraries

Top Python Libraries

AI Clipper for Long Videos & Talk Shows

WhisperVideo: AI turns long multi-speaker videos into labeled clips with speaker panels and synced subtitles

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Meng Li
Jan 22, 2026
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WhisperVideo is a concise demo system designed for long-form, multi-speaker videos. It associates speech with the on-screen speaker and maintains a consistent identity throughout. It is built specifically for real conversations rather than short clips.

An end-to-end video understanding demo that includes:
SAM3 segmentation, WhisperX automatic speech recognition, speaker diarization, and an active speaker memory panel.

  • SAM3 video segmentation for robust face masking

  • Active speaker detection using TalkNet (audio-visual fusion)

  • Identity memory based on visual embeddings and trajectory clustering

  • Aligned subtitles with speaker ID and panel overlay

  • Panel visualization for compact review and presentation videos

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