S
Sarah McGuire
Researcher at University of Texas Southwestern Medical Center
Publications - 3
Citations - 223
Sarah McGuire is an academic researcher from University of Texas Southwestern Medical Center. The author has contributed to research in topics: Magnetic resonance imaging & Convolution. The author has an hindex of 3, co-authored 3 publications receiving 156 citations.
Papers
More filters
Journal ArticleDOI
MRI-only brain radiotherapy: Assessing the dosimetric accuracy of synthetic CT images generated using a deep learning approach
Samaneh Kazemifar,Sarah McGuire,Robert Timmerman,Zabi Wardak,Dan Nguyen,Yang Park,Steve B. Jiang,Amir Owrangi +7 more
TL;DR: The GAN model developed produced highly accurate synthetic CT images from conventional, single-sequence MRI images in seconds, and has strong potential to perform well in a clinical workflow for MRI-only brain treatment planning.
Journal ArticleDOI
Segmentation of the prostate and organs at risk in male pelvic ct images using deep learning
Samaneh Kazemifar,Anjali Balagopal,Dan Nguyen,Sarah McGuire,Raquibul Hannan,Steve B. Jiang,Amir Owrangi +6 more
TL;DR: In this paper, a 2D U-Net model is proposed to directly learn a mapping function that converts a CT grayscale image to its corresponding 2D OAR segmented image.
Posted Content
Segmentation of the prostate and organs at risk in male pelvic CT images using deep learning
Samaneh Kazemifar,Anjali Balagopal,Dan Nguyen,Sarah McGuire,Raquibul Hannan,Steve B. Jiang,Amir Owrangi +6 more
TL;DR: The proposed method, which employs the U-Net structure, is highly accurate and reproducible for automated ROI segmentation and provides a foundation to improve automatic delineation of the boundaries between the target and surrounding normal soft tissues on a standard radiation therapy planning CT scan.