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APPARATUS AND METHOD FOR PRODUCING THREE-DIMENSIONAL MODELS FROM MAGNETIC RESONANCE IMAGING
专利权人:
THE BOARD OF TRUSTEES OF THE UNIVERSITY OF ILLINOIS
发明人:
Bradley P. Sutton,Xi Peng,Matthew Bramlet,Kevin Urbain
申请号:
US16243872
公开号:
US20190213779A1
申请日:
2019.01.09
申请国别(地区):
US
年份:
2019
代理人:
摘要:
Aspects of the subject disclosure may include, for example, a method comprising: receiving, by a processing system including a processor, an input three-dimensional dataset comprising a first plurality of two-dimensional images of all or a portion of a subject; applying, by the processing system, bias field correction to the input three-dimensional dataset to generate a corrected three-dimensional dataset comprising a second plurality of two-dimensional images; and generating, by the processing system, a labeled three-dimensional dataset comprising a third plurality of two-dimensional images, wherein the labeled three-dimensional dataset further comprises one or more labels indicating an anatomical structure, and wherein the labeled three-dimensional dataset is generated via a convolutional neural network based upon the corrected three-dimensional dataset and based upon a previously trained three-dimensional dataset. Additional embodiments are disclosed.
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