학술논문
Deep learning-based overall survival prediction in patients with glioblastoma: An automatic end-to-end workflow using pre-resection basic structural multiparametric MRIs
Document Type
Article
Author
Source
In Computers in Biology and Medicine February 2025 185
Subject
Language
ISSN
0010-4825
Abstract
@@@@Highlights •Early overall survival (OS) prediction of Glioblastoma with pre-operative basic structural multi-parametric MRI.•The end-to-end DL-based workflow, including skull-stripping, GBM segmentation and OS prediction, sets users free from complex processing.•Contrastive learning-based ensemble learning for OS prediction.•Validated on a multi-institutional public dataset and an institutional 5-fraction SRS clinical trial.