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US Patent 10387772 Ensemble learning based image classification systems

Patent 10387772 was granted and assigned to Gyrfalcon Technology on August, 2019 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent
1

Patent attributes

Patent Applicant
Gyrfalcon Technology
Gyrfalcon Technology
1
Current Assignee
Gyrfalcon Technology
Gyrfalcon Technology
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
103877721
Patent Inventor Names
Michael Lin1
Baohua Sun1
Charles Jin Young1
Jason Z. Dong1
Lin Yang1
Patrick Z. Dong1
Date of Patent
August 20, 2019
1
Patent Application Number
161675231
Date Filed
October 22, 2018
1
Patent Citations
‌
US Patent 10043095 Data structure for CNN based digital integrated circuit for extracting features out of an input image
Patent Citations Received
‌
US Patent 11354543 Convolutional neural network filter stacker for colorization preprocessing
1
‌
US Patent 11928182 Artificial intelligence system supporting semi-supervised learning with iterative stacking
3
Patent Primary Examiner
‌
Duy M Dang
1
Patent abstract

An ensemble learning based image classification system contains multiple cellular neural networks (CNN) based integrated circuits (ICs) operatively coupling together as a set of base learners of an ensemble for an image classification task. Each CNN based IC is configured with at least one distinct deep learning model in form of filter coefficients. The ensemble learning based image classification system further contains a controller configured as a meta learner of the ensemble and a memory based data buffer for holding various data used in the ensemble by the controller and the CNN based ICs. Various data may include input imagery data to be classified. Various data may also include extracted feature vectors or image classification outputs out of the set of base learners. The extracted feature vectors or image classification outputs are then used by the meta learner to further perform the image classification task.

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