Drone Phenotyping and Machine Learning Enable Discovery

Drone Phenotyping and Machine Learning Enable Discovery

Society for Experimental Biology via YouTube Direct link

Intro

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1 of 19

Intro

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Drone Phenotyping and Machine Learning Enable Discovery

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  1. 1 Intro
  2. 2 KNOW YOUR LETTUCE
  3. 3 LETTUCE BELONGS TO THE COMPOSITEAE ASTERACEAE FAMILY
  4. 4 A "FLOWER CLOCK"
  5. 5 THE LETTUCE "FLOWER CLOCK": VISIBLE IN THE FIELD
  6. 6 SO WE DESIGNED AN EXPERIMENT
  7. 7 DRONE PHENOTYPING
  8. 8 DRONE IMAGES
  9. 9 IMAGE PROCESSING
  10. 10 THREE KINDS OF PIXELS
  11. 11 DEPLOYING SUPPORT VECTOR MACHINE MODEL
  12. 12 CHANGE OF FLORAL PIXELS OVER TIME
  13. 13 YES! USING BAYESIAN STATISTICS.
  14. 14 RESULTS: HIGH CORRESPONDENCE BETWEEN BLOCKS
  15. 15 PHENOTYPIC DISTRIBUTION
  16. 16 GENETIC MAPPING
  17. 17 QTL DETAILS
  18. 18 FLORAL OPENING TIME VS. FLOWERING TIME?
  19. 19 EXTRACTING FLORAL PIXELS USING MACHINE LEARNING

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