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Computer vision · academic collaboration

Finding fish in thousands of hours of footage

A YOLO-based pipeline that detects and tracks fish in raw underwater video, replacing hours of manual analysis for an environmental science thesis. Ongoing since May 2026.

The pipeline

  • Detection

    Object detection with YOLO on raw underwater footage.

  • Tracking

    Each fish is followed across frames, automatically.

  • Scale

    Built to process thousands of hours of video, not a handful of clips.

Why it matters

The thesis depended on someone going through the footage by hand. The pipeline removes that step, so the research time goes into the analysis instead.