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VASCULAR NETWORK ORGANIZATION VIA HOUGH TRANSFORM (VaNgOGH): A RADIOMIC BIOMARKER FOR DIAGNOSIS AND TREATMENT RESPONSE
专利权人:
Case Western Reserve University
发明人:
Anant Madabhushi,Nathaniel Braman,Prateek Prasanna
申请号:
US16354504
公开号:
US20190287243A1
申请日:
2019.03.15
申请国别(地区):
US
年份:
2019
代理人:
摘要:
Embodiments access a radiological image of tissue having a tumoral volume and a peritumoral volume; define a vasculature associated with the tumoral volume; generate a Cartesian two-dimensional (2D) vessel network representation; compute a first set of localized Hough transforms based on the Cartesian 2D vessel network representation; generate a first aggregated set of peak orientations based on the first set of Hough transforms; generate a spherical 2D vessel network representation; compute a second set of localized Hough transforms based on the spherical 2D vessel network representation; generate a second aggregated set of peak orientations based on the second set of Hough transforms; generate a vascular network organization descriptor based on the aggregated peak orientations; compute a probability that the tissue is a member of a positive class based on the vascular network organization descriptor; classify the ROI based on the probability; and display the classification.
来源网站:
中国工程科技知识中心
来源网址:
http://www.ckcest.cn/home/
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