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US Patent 10013644 Statistical max pooling with deep learning

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Patent
Patent
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Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
100136440
Patent Inventor Names
Toshihiro Takahashi0
Date of Patent
July 3, 2018
0
Patent Application Number
153466620
Date Filed
November 8, 2016
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Patent Citations Received
‌
US Patent 11915142 Creating equipment control sequences from constraint data
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US Patent 11861502 Control sequence generation system and methods
0
Patent Primary Examiner
‌
Vincent Rudolph
0
Patent abstract

A method is provided for image processing. The method includes receiving an image dataset having image data for a plurality of images and a group dataset having group information for each image. The method further includes transforming the image dataset into a sparse vector by applying sparse coding and using the group information. The method also includes dividing each of dimensions of the sparse vector into multiple groups with a matrix. The matrix is generated such that the matrix takes on a higher value when samples in a same group from among the multiple groups have same non-zero dimensions above a threshold amount of time and takes on a lower value compared to the higher value when the samples in the same group lack the same non-zero coefficients above the threshold amount of time. The method additionally includes transforming the sparse vector into a summation vector using the multiple groups.

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