~/talk

Restoring Coral Reefs at Scale: AI and the Next Generation of Conservation

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Coral Gardeners is running deployable field tech: an iPhone data app called Reef app, a solar-powered, connected reef cam with stereo cameras and hydrophone, and a prototype 3D photogrammetry pipeline that combines SegFormer benthic segmentation with point‑cloud voting. Labeled assets include ~2–3k donor‑colony photos and ~2k fish images; YOLOv8 gets ~85–90% precision/recall, unsupervised audio embeddings produce ~20 sound clusters and ~1.5× more loud events on restored vs control sites. Failures include a clunky 3D UI and fragile tethered hardware; next steps focus on scalable battery cameras and DNA integration.

AI-written summary · about

  1. 0:00Introduction
  2. 1:09Coral Gardeners mission
  3. 5:19Coral gardening process
  4. 9:13Reef app replaces manual data
  5. 10:59Underwater camera system
  6. 13:26AI for ecosystem restoration
  7. 16:45Photogrammetry for reef monitoring
  8. 23:58Bioacoustic analysis of reefs
  9. 32:21AI for fish population
  10. 41:16AI conservation challenges
  11. 44:28Summary
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