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US Patent 10007866 Neural network image classifier

Patent 10007866 was granted and assigned to Microsoft on June, 2018 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent

Patent attributes

Patent Applicant
Microsoft
Microsoft
Current Assignee
Microsoft
Microsoft
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
10007866
Date of Patent
June 26, 2018
Patent Application Number
15141759
Date Filed
April 28, 2016
Patent Citations Received
‌
US Patent 11354546 Insect singulation and classification
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US Patent 10817650 Natural language processing using context specific word vectors
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US Patent 11568261 System and method for max-margin adversarial training
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US Patent 11501206 Method and machine learning system for detecting adversarial examples
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US Patent 10565478 Differential classification using multiple neural networks
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US Patent 10699060 Natural language processing using a neural network
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US Patent 10785646 Use of generative adversarial networks (GANs) for robust transmitter authentication
Patent Primary Examiner
‌
Iman K Kholdebarin
Patent abstract

A training engine is described which has a memory arranged to access a neural network image classifier, the neural network image classifier having been trained using a plurality of training images from an input space, the training images being labeled for a plurality of classes. The training engine has an adversarial example generator which computes a plurality of adversarial images by, for each adversarial image, searching a region in the input space around one of the training images, the region being one in which the neural network is linear, to find an image which is incorrectly classified into the plurality of classes by the neural network. The training engine has a processor which further trains the neural network image classifier using at least the adversarial images.

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