Medical image segmentation using deep learning: A survey

A Oubaalla, H El Moubtahij, N El Akkad - International Conference on …, 2023 - Springer
During the last few years, medical image segmentation using deep learning has become the
most active research area in computer vision. Effectively, researchers become more and …

Deep Learning-Based Medical Image Segmentation: A Comprehensive Investigation

GV Selvi, TG Kumar, VS Kumari, SD Aksatha… - Deep Learning in … - taylorfrancis.com
In recent years, significant advancements in image segmentation have been made. The
accuracy of segmentation has seen a ground-breaking improvement thanks to recent …

Medical Image Segmentation Using Deep Learning

A Hussein, W Abd-Elhafiez, E Zanaty… - … University Journal of …, 2023 - aujst.journals.ekb.eg
Medical image segmentation has greatly increased healthcare sustainability. It is currently a
major research area in the field of computer vision. The many artefacts inherent in medical …

Medical image segmentation using deep learning: A survey

R Wang, T Lei, R Cui, B Zhang, H Meng… - IET image …, 2022 - Wiley Online Library
Deep learning has been widely used for medical image segmentation and a large number of
papers has been presented recording the success of deep learning in the field. A …

Comparative review on traditional and deep learning methods for medical image segmentation

SM Khaniabadi, H Ibrahim, IA Huqqani… - 2023 IEEE 14th …, 2023 - ieeexplore.ieee.org
Medical image segmentation is a vital task in medical imaging, aiming to extract meaningful
and precise information from images. While traditional methods have been extensively used …

Medical image segmentation using deep learning

K López-Linares Román, MI García Ocaña… - Deep Learning in …, 2020 - Springer
This chapter aims at providing an introduction to deep learning-based medical image
segmentation. First, the reader is guided through the inherent challenges of medical image …

A review of deep-learning-based medical image segmentation methods

X Liu, L Song, S Liu, Y Zhang - Sustainability, 2021 - mdpi.com
As an emerging biomedical image processing technology, medical image segmentation has
made great contributions to sustainable medical care. Now it has become an important …

Variability and reproducibility in deep learning for medical image segmentation

F Renard, S Guedria, ND Palma, N Vuillerme - Scientific Reports, 2020 - nature.com
Medical image segmentation is an important tool for current clinical applications. It is the
backbone of numerous clinical diagnosis methods, oncological treatments and computer …

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

M Aljabri, M AlGhamdi - Neurocomputing, 2022 - Elsevier
Deep learning (DL) algorithms have rapidly become a robust tool for analyzing medical
images. They have been used extensively for medical image segmentation as the first and …

[Retracted] Deep Neural Networks for Medical Image Segmentation

P Malhotra, S Gupta, D Koundal… - Journal of …, 2022 - Wiley Online Library
Image segmentation is a branch of digital image processing which has numerous
applications in the field of analysis of images, augmented reality, machine vision, and many …