TopoTxR: A topology-guided deep convolutional network for breast parenchyma learning on DCE-MRIs

Wang, F., Zou, Z., Sakla, N., Partyka, L., Rawal, N., Singh, G., Zhao, W., Ling, H., Huang, C., Prasanna, P., & Chen, C. (2025). TopoTxR: A topology-guided deep convolutional network for breast parenchyma learning on DCE-MRIs. Medical Image Analysis, 99, 103373. https://doi.org/10.1016/j.media.2024.103373
Authors:
Fan Wang
Zhilin Zou
Nicole Sakla
Luke Partyka
Nil Rawal
Gagandeep Singh
Wei Zhao
Haibin Ling
Chuan Huang
Prateek Prasanna
Chao Chen
Affiliated Authors:
Gagandeep Singh
Columbia Affiliation:
Subjects:
Deep Learning (MeSH)
Magnetic Resonance Imaging (MeSH)
Breast Neoplasms (MeSH)
Contrast Media (MeSH)
Author Keywords:
3d cnn
dce-mri
pcr prediction
persistent homology
spatial attention
topology
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Publication Type:
Article
Unique ID:
10.1016/j.media.2024.103373
PMID:
39454312
DOI:
10.1016/j.media.2024.103373
Journal:
Medical Image Analysis
Publication Date:
Data Source:
PubMed
Source Link:
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