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Device and method for constructing and displaying high quality images from imaging data by transforming a data structure utilizing machine learning techniques

United States Patent

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10,867,415
December 15, 2020
View the Complete Patent at the US Patent & Trademark Office
Constructing a computer image from raw imaging data or encoded imaging data by transforming a first data structure in which the raw imaging data or the encoded imaging data is stored into a second data structure storing reorganized imaging data. The raw imaging data or the encoded imaging data is received, stored in the first data structure. The computer reorganizes the raw imaging data or the encoded imaging data into the reorganized data and stores the reorganized data in the second data structure, which is a multi-dimensional array having subarrays containing local information needed by a convolutional neural network for processing the reorganized data. Other portions of the multi-dimensional array store other portions of the raw imaging data or the encoded imaging data. The computer also processes the reorganized data using the convolutional neural network to construct the image, whereby a constructed image is formed.
16/ 250,910
January 17, 2019
1/1
G06T 9/00 (20060101)G06T 1/60 (20060101)G06N 3/04 (20060101)G01N 23/04 (20180101)
STATEMENT OF GOVERNMENT INTEREST This invention was made with United States Government support under Contract No. DE-NA0003525 between National Technology & Engineering Solutions of Sandia, LLC and the United States Department of Energy. The United States Government has certain rights in this invention.