Deep learning-based methods for prostate segmentation in magnetic resonance imaging
… 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 …
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 …
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
… 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 …
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
… 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 …
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 …
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 …
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
… 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 …
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
… -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 …
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
… 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 …
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
… 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 …
patient datasets at hand. In this paper, we introduce a deep learning … is adopted to learn the …
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