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