Understanding deep learning techniques for image segmentation

S Ghosh, N Das, I Das, U Maulik - ACM computing surveys (CSUR), 2019 - dl.acm.org
… [53] lists a variety of deep learning–based segmentation techniques. They have tabulated …
of some of the best image segmentation techniques using deep learning, whereas our focus is …

Image segmentation using deep learning: A survey

S Minaee, Y Boykov, F Porikli, A Plaza… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
… and analysis of deep-learning-based image segmentation algorithms; we overview popular
image segmentation datasets, grouped into 2D and 2.5D (RGB-D) images; we summarize …

[HTML][HTML] Deep learning for cardiac image segmentation: a review

C Chen, C Qin, H Qiu, G Tarroni, J Duan… - Frontiers in …, 2020 - frontiersin.org
Deep learning has become the most widely used approach for cardiac image segmentation
… of over 100 cardiac image segmentation papers using deep learning, which covers common …

[HTML][HTML] Segmentation of glomeruli within trichrome images using deep learning

S Kannan, LA Morgan, B Liang, MKG Cheung… - Kidney international …, 2019 - Elsevier
segmentation to separate the identified “blobs” in the image. The watershed transformation
treats the image it … Finally, a box was automatically placed by the segmentation algorithm to …

Deep learning and its application to medical image segmentation

HR Roth, C Shen, H Oda, M Oda, Y Hayashi… - Medical Imaging …, 2018 - jstage.jst.go.jp
deep learning have made it possible to significantly improve the performance of image
recognition and semantic segmentation … hierarchical feature learning in deep learning frameworks…

[HTML][HTML] Pathology image analysis using segmentation deep learning algorithms

S Wang, DM Yang, R Rong, X Zhan, G Xiao - The American journal of …, 2019 - Elsevier
… Thus, deep learning–based pathology image segmentation … the pathology image segmentation
process using deep learning … implementing deep learning into pathology image analysis …

Medical image segmentation using deep learning: A survey

R Wang, T Lei, R Cui, B Zhang, H Meng… - IET image …, 2022 - Wiley Online Library
… the development and application of deep learning in medical image segmentation, we
also collect the currently common public medical image segmentation data sets. Finally, we …

A review on the use of deep learning for medical images segmentation

M Aljabri, M AlGhamdi - Neurocomputing, 2022 - Elsevier
… To identify the papers reviewed in this survey, we used Google Scholar to find papers with
titles or abstracts containing the phrase ’deep learning medical image segmentation’. The …

[HTML][HTML] A review of deep-learning-based medical image segmentation methods

X Liu, L Song, S Liu, Y Zhang - Sustainability, 2021 - mdpi.com
… of deep learning, medical image processing based on deep … of medical image segmentation
based on deep learning. First… of medical image segmentation based on deep learning are …

Deep learning for medical image segmentation

M Lai - arXiv preprint arXiv:1505.02000, 2015 - arxiv.org
… Our goal is to classify each voxel in an MR Image as non-hippocampus, left hippocampus, …
to evaluate different deep learning techniques for patch-based segmentation. All images are …