Accelerating Real-Time Imaging for Radiotherapy: Leveraging Multi-GPU Training with PyTorch

Author:

Obe Ruth1,Kaufmann Brandt2,Baird Kaelen3,Kadel Sam4,Soltani Yasmin5,Cham Mostafa6,Gobbert Matthias K.7,Barajas Carlos A.7,Jiang Zhuoran8,Sharma Vijay R.9,Ren Lei10,Peterson Stephen W.11,PoIf Jerimy C.12

Affiliation:

1. U. of Houston-Clear Lake,Dept. of Computer Science and of Software Engineering,USA

2. U. of San Francisco,Dept. of Mathematics and Statistics,USA

3. Skidmore College,Dept. of Computer Science and of Mathematics,USA

4. Mount Holyoke College,Dept. of Computer Science and of Psychology,USA

5. U. of Houston,Dept. of Biomedical Engineering,USA

6. U. of Maryland,Dept. of Information Systems,Baltimore County

7. U. of Maryland,Dept. of Mathematics and Statistics,Baltimore County

8. Medical Physics Graduate Program, Duke University,USA

9. U. of Maryland School of Medicine,Dept. of Radiation Oncology,USA

10. U. of Maryland School of Medicine,Department of Radiation Oncology,USA

11. U. of Cape Town,Dept. of Physics,South Africa

12. H3D, Inc.,USA

Funder

NSF

Publisher

IEEE

Reference16 articles.

1. Towards optimal configurations for deep fully connected neural networks to improve image reconstruction in proton radiotherapy;Ali,2021

2. En-hancing real-time imaging for radiotherapy: Leveraging hyperparameter tuning with PyTorch;Baird,2023

3. Deep residual fully connected neural network classification of Compton camera based prompt gamma imaging for proton radiotherapy

4. ThreadPool and the global interpreter lock (gil);Brownlee,2021

5. Introduction to Machine Learning, Neural Networks, and Deep Learning;Choi;Translational Vision Science & Technology,2020

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