Mayo Foundation for Medical Education and Research;University of Central Florida Research Foundation, Inc.
发明人:
Michael B. Wallace,Candice Bolan,Ulas Bagci,Rodney Duane LaLonde, III
申请号：
US16459437
公开号：
US20200000362A1
申请日:
2019.07.01
申请国别(地区):
US
年份:
2020
代理人:
摘要：
In accordance with some embodiments, systems, methods, and media for automatically diagnosing IPMNs using multi-modal MRI data are provided. In some embodiments, a system comprises: an MRI scanner； and a processor programmed to: prompt a user to select a slice of T1 and T2 MRI data including the subject's pancreas； generate minimum and maximum intensity projections based consecutive slices of the T1 and T2 MRI data； provide the projections to an image recognition CNN, and receive feature vectors for each from a fully connected layer； perform a canonical correlation analysis to determine correlations between the feature vectors； and provide a resultant vector to an SVM that determines whether the subject's pancreas includes IPMNs based on a vector.
