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US Patent 9792530 Generating and using a knowledge base for image classification

Patent 9792530 was granted and assigned to Amazon on October, 2017 by the United States Patent and Trademark Office.

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Is a
Patent
Patent

Patent attributes

Patent Applicant
Amazon
Amazon
Current Assignee
Amazon
Amazon
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
9792530
Date of Patent
October 17, 2017
Patent Application Number
14980898
Date Filed
December 28, 2015
Patent Citations Received
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US Patent 11775573 Method of and server for retraining machine learning algorithm
‌
US Patent 12061989 Machine learning artificial intelligence system for identifying vehicles
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0
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US Patent 11763154 Machine learning services with pre-trained models
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US Patent 11803883 Quality assurance for labeled training data
Patent Primary Examiner
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David F Dunphy
Patent abstract

A knowledge base (KB) is generated and used to classify images. The knowledge base includes a number subcategories of a specified category. Instead of obtaining images just based on a category name, structured and unstructured data sources are used to identify subcategories of the category. Subcategories that are determined to not be relevant to the category may be removed. The remaining data may be used to generate the KB. After identifying the relevant subcategories, representative images are obtained from one or more image sources based on the subcategories identified by the KB. The obtained images and the KB are then used to train an image classifier, such as a neural network or some other machine learning mechanism. After training, the neural network might, for example, classify an object within an image of a car, as a car, but also as a particular brand and model type.

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