~/talk

Google Photos Magic Editor: GenAI Under the Hood of a Billion-User App

name:Kelvin Ma
links:none on file
slides:none on file

Google Photos integrates traditional CV and large generative models to power features like Magic Eraser and post‑capture portrait segmentation, serving 1.5 billion monthly users and doing hundreds of millions of edits per month. Engineering uses a shared C++ client library, on‑device inference via TensorFlow Lite/LightRT and EdgeTPU when possible, but moves heavyweight models to servers (hundreds of MB) for quality, exposing server capacity, latency, and testing tradeoffs; models work well for many shots but fail on fine hair, prompting evals, distillation, and UI constraints.

AI-written summary · about

  1. 0:00Intro
  2. 1:28Google Photos Computational Photography Team
  3. 4:46Post Capture Segmentation
  4. 7:21Magic Eraser
  5. 8:12ML Learnings
  6. 10:02What happened in 2022
  7. 10:44Why GenAI
  8. 12:04Challenges
  9. 12:56Client Server
  10. 14:10Problem Space
  11. 16:06Reducing Ambiguity
  12. 17:24Trust and Safety
  13. 18:07Working with AI
  14. 19:07Whats next
  15. 19:33Personal view
  16. 20:13Conclusion
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