Deep learning-based methods for prostate segmentation in magnetic resonance imaging

A Comelli, N Dahiya, A Stefano, F Vernuccio… - Applied Sciences, 2021 - mdpi.com
… still achieving accurate segmentation, and UNet … prostate segmentation training data, we
show that ENet model can be used to obtain accurate, fast and clinically acceptable prostate

Segmentation of prostate and prostate zones using deep learning: A multi-MRI vendor analysis

O Zavala-Romero, AL Breto, IR Xu, YCC Chang… - Strahlentherapie und …, 2020 - Springer
… In this manuscript, a deep learning 3D CNN architecture for the automatic segmentation
of the prostate and the zonal anatomy on T2 MRIs, collected from two MRI-vendors, is …

Automatic magnetic resonance prostate segmentation by deep learning with holistically nested networks

R Cheng, HR Roth, N Lay, L Lu… - Journal of medical …, 2017 - spiedigitallibrary.org
deep-learning methods for segmentation of the prostate. First, we introduce a patch-based
convolutional network that aims to refine the prostate … for end-to-end prostate segmentation by …

Deep learning-based boundary detection for model-based segmentation with application to MR prostate segmentation

T Brosch, J Peters, A Groth, T Stehle… - Medical Image Computing …, 2018 - Springer
… We presented a novel deep learning-based method for detecting boundary points for the
model-based segmentation of the prostate in MR images. We showed that using neural …

Deep learning in magnetic resonance prostate segmentation: A review and a new perspective

D Gillespie, C Kendrick, I Boon, C Boon… - arXiv preprint arXiv …, 2020 - arxiv.org
prostate segmentation and to discover a generalisable solution, we review the state-of-the-art
deep learning algorithms in MR prostate segmentation… for MR prostate segmentation. We …

[HTML][HTML] Deep learning-based auto-segmentation of targets and organs-at-risk for magnetic resonance imaging only planning of prostate radiotherapy

S Elguindi, MJ Zelefsky, J Jiang… - Physics and imaging in …, 2019 - Elsevier
… Therefore, this work analyzes the use of applying a transfer learning technique for segmenting
MR images for prostate radiotherapy and compares it against training from scratch with a …

Accurate and robust deep learning-based segmentation of the prostate clinical target volume in ultrasound images

D Karimi, Q Zeng, P Mathur, A Avinash, S Mahdavi… - Medical image …, 2019 - Elsevier
… We propose a new CNN architecture for prostate CTV segmentation in TRUS images. Our
proposed architecture computes multi-scale features directly from the input image. These …

Deep learning-based three-dimensional segmentation of the prostate on computed tomography images

M Shahedi, M Halicek, JD Dormer… - Journal of Medical …, 2019 - spiedigitallibrary.org
… -dimensional (3-D) deep learning-based segmentation algorithm to address the need for
a fast, accurate, and repeatable 3-D segmentation of the prostate on CT images, which does …

Active appearance model and deep learning for more accurate prostate segmentation on MRI

R Cheng, HR Roth, L Lu, S Wang… - Medical imaging …, 2016 - spiedigitallibrary.org
… that also utilizes Deep Learning for more accurate prostate segmentation. The AAM … prostate
boundary on the MR images. Then, a deep Convolutional Neural Network (CNN) – a “Deep

Representation learning: a unified deep learning framework for automatic prostate MR segmentation

S Liao, Y Gao, A Oto, D Shen - … , Nagoya, Japan, September 22-26, 2013 …, 2013 - Springer
… a learning based manner, namely representation learning, which can be adapted to different
patient datasets at hand. In this paper, we introduce a deep learning … is adopted to learn the …