[HTML][HTML] 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 …
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 …
Deep Learning Prostate MRI Segmentation Accuracy and Robustness: A Systematic Review
… for prostate MRI segmentation and deep learning algorithms … studies, such as deep learning
algorithm performance, MRI … DSC) for prostate segmentation for deep learning algorithms …
algorithm performance, MRI … DSC) for prostate segmentation for deep learning algorithms …
Deep learning whole‐gland and zonal prostate segmentation on a public MRI dataset
… different deep learning methods for whole-gland and zonal prostate segmentation. … In this
study, the feasibility and efficacy of three DL models for the segmentation of the prostate and its …
study, the feasibility and efficacy of three DL models for the segmentation of the prostate and its …
A hybrid deep learning approach for gland segmentation in prostate histopathological images
M Salvi, M Bosco, L Molinaro, A Gambella… - Artificial Intelligence in …, 2021 - Elsevier
… We propose a hybrid deep learning framework that combines the accuracy of an active …
with the semantic segmentation performed by a CNN. In particular, traditional and deep learning …
with the semantic segmentation performed by a CNN. In particular, traditional and deep learning …
A deep learning method for real-time intraoperative US image segmentation in prostate brachytherapy
… -task deep learning method for an automatic prostate CTV … and learning-based prior knowledge
modeling for prostate … and noisy regions across the prostate boundary, while being less …
modeling for prostate … and noisy regions across the prostate boundary, while being less …
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