Image segmentation using deep learning: A survey

S Minaee, Y Boykov, F Porikli, A Plaza… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
… We have surveyed image segmentation algorithms based on deep learning models, which
have achieved impressive performance in various image segmentation tasks and bench…

Understanding deep learning techniques for image segmentation

S Ghosh, N Das, I Das, U Maulik - ACM computing surveys (CSUR), 2019 - dl.acm.org
… Earlier studies [185] have shown the potential of deep learning–… [53] lists a variety of deep
learning–based segmentation … the best image segmentation techniques using deep learning, …

A review on deep learning techniques applied to semantic segmentation

A Garcia-Garcia, S Orts-Escolano, S Oprea… - arXiv preprint arXiv …, 2017 - arxiv.org
… This demand coincides with the rise of deep learningsegmentation or scene understanding.
This paper provides a review on deep learning methods for semantic segmentation applied …

Deep learning for medical image segmentation

M Lai - arXiv preprint arXiv:1505.02000, 2015 - arxiv.org
… At the heart of all deep learningdeep networks practical and effective. Finally, we present
the results of applying multiple deep architectures to the ADNI hippocampus segmentation

A brief survey on semantic segmentation with deep learning

S Hao, Y Zhou, Y Guo - Neurocomputing, 2020 - Elsevier
learning techniques. A large number of novel methods have … on deep-learning-based semantic
segmentation methods. We … of semantic segmentation research in the deep learning era. …

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
… However, recent advances in deep learningsegmentation methods in the field of computer
vision. Due to the data driven approaches of hierarchical feature learning in deep learning

Deep learning for cardiac image segmentation: a review

C Chen, C Qin, H Qiu, G Tarroni, J Duan… - Frontiers in …, 2020 - frontiersin.org
… art deep learning techniques for cardiac image segmentation … of current deep learning-based
segmentation methods that … overview focused on cardiac segmentation applications. This …

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 …

Survey on semantic segmentation using deep learning techniques

F Lateef, Y Ruichek - Neurocomputing, 2019 - Elsevier
… The recent works in deep learning dealing with semantic segmentation have been significantly
Deep neural networks are very effective in semantic segmentation, that is labeling each …

[PDF][PDF] Brain tumor segmentation with deep learning

V Rao, MS Sarabi, A Jaiswal - … brain tumor segmentation …, 2015 - researchgate.net
Deep Neural Networks (DNNs) have recently shown outstanding performance on … and
segmentation tasks. This paper presents our work on applying DNNs to brain tumor segmentation