Comparing multi-image and image augmentation strategies for deep learning-based prostate segmentation

During MR-Linac-based adaptive radiotherapy, multiple images are acquired per patient. These can be applied in training deep learning networks to reduce annotation efforts. This study examined the advantage of using multiple versus single images for prostate treatment segmentation. Findings indicate...

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Bibliographic Details
Main Author: Samuel Fransson
Format: Article
Language:English
Published: Elsevier 2024-01-01
Series:Physics and Imaging in Radiation Oncology
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2405631624000216