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Jyotipriya Das

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Articles

Deep learning based 3D brain metastasis synthesis with configurable parameters for 3D data augmentation

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By Gengyan Zhao, Eli Gibson, Youngjin Yoo, Thomas J. Re, Hesheng Wang, Michelle Kim, Colette J. Shen, Yueh Z. Lee, Douglas Kondziolka, Mohannad Ibrahim, Jun Lian, Rajan Jain, Hemant Parmar, Dorin Comaniciu, James Balter, Yue Cao, Jyotipriya Das
| Nature Verified
Abstract To develop and evaluate deep learning methods for synthesizing 3D brain metastases (BM) on magnetic resonance (MR) images to improve downstream BM detection and segmentation performances for robust clinical detection and streamlined treatment-planning workflows, T1-weighted MR images of 1832 patients with 10,276 BM were divided into training (80%), validation (10%), and test (10%) datasets for training the BM synthesis models and downstream models for BM detection and segmentation.
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