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Medical Biophysics

Electronic Thesis and Dissertation Repository

Theses/Dissertations

2022

Deep learning

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Software And Hardware-Based Tools For Improving Ultrasound Guided Prostate Brachytherapy, Nathan Orlando Jul 2022

Software And Hardware-Based Tools For Improving Ultrasound Guided Prostate Brachytherapy, Nathan Orlando

Electronic Thesis and Dissertation Repository

Minimally invasive procedures for prostate cancer diagnosis and treatment, including biopsy and brachytherapy, rely on medical imaging such as two-dimensional (2D) and three-dimensional (3D) transrectal ultrasound (TRUS) and magnetic resonance imaging (MRI) for critical tasks such as target definition and diagnosis, treatment guidance, and treatment planning. Use of these imaging modalities introduces challenges including time-consuming manual prostate segmentation, poor needle tip visualization, and variable MR-US cognitive fusion. The objective of this thesis was to develop, validate, and implement software- and hardware-based tools specifically designed for minimally invasive prostate cancer procedures to overcome these challenges.

First, a deep learning-based automatic 3D …