Detecting infection of plant diseases with improved machine learning

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United States of America Patent

PATENT NO 10956780
APP PUB NO 20200134358A1
SERIAL NO

16662023

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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A system and processing methods for refining a convolutional neural network (CNN) to capture characterizing features of different classes are disclosed. In some embodiments, the system is programmed to start with the filters in one of the last few convolutional layers of the initial CNN, which often correspond to more class-specific features, rank them to hone in on more relevant filters, and update the initial CNN by turning off the less relevant filters in that one convolutional layer. The result is often a more generalized CNN that is rid of certain filters that do not help characterize the classes.

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Patent Owner(s)

  • THE CLIMATE CORPORATION

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Guan, Wei Pleasanton, US 80 981
She, Ying Union City, US 104 709

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