~/talk

Applying Computer Vision to Reduce Contamination in the Recycling Stream

Talkat MLconf SF 2019 · on Friday, 2019-11-08· [computer-vision, machine-learning]
links:none on file
slides:none on file

Compology deploys in-dumpster cameras that upload images to a cloud pipeline using a convolutional neural network plus human review to count and time-stamp contaminants and measure fullness. Contamination is scored with a simple C-score: contaminants per volume (counts ÷ disposed volume) so haulers get alerts, targeted outreach, or fines. Deployed on about 2,000 Waste Management containers, the system reports a 57% contamination reduction over six months and a rise in completely clean pickups.

AI-written summary · about

  1. 0:00Introduction
  2. 0:27MOB 4000
  3. 1:20Visibility
  4. 3:20What is recycling
  5. 3:55The good news
  6. 5:39Our technology
  7. 7:04Our metric
  8. 8:40CScore
  9. 9:08CScore Examples
  10. 9:40CScore Process
  11. 10:50Real World Example
  12. 11:41Results
  13. 12:53Outro
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