Going deep in medical image analysis: concepts, methods, challenges, and future directions

F Altaf, SMS Islam, N Akhtar, NK Janjua - IEEE Access, 2019 - ieeexplore.ieee.org
Medical image analysis is currently experiencing a paradigm shift due to deep learning. This
technology has recently attracted so much interest of the Medical Imaging Community that it …

[图书][B] Deep learning in medical image analysis: challenges and applications

G Lee, H Fujita - 2020 - Springer
Deep learning is at the leading edge of artificial intelligence (AI) and is developing rapidly. In
recent years, it has played an increasingly important role in medical image analysis. Deep …

Advances in deep learning-based medical image analysis

X Liu, K Gao, B Liu, C Pan, K Liang, L Yan… - Health Data …, 2021 - spj.science.org
Importance. With the booming growth of artificial intelligence (AI), especially the recent
advancements of deep learning, utilizing advanced deep learning-based methods for …

[PDF][PDF] Deep learning in medical image analysis

Y Zhang, JM Gorriz, Z Dong - 2021 - figshare.le.ac.uk
Editorial begins: Over recent years, deep learning (DL) has established itself as a powerful
tool across a broad spectrum of domains in imaging—eg, classification, prediction …

A survey of medical image analysis using deep learning approaches

A Rehman, MA Butt, M Zaman - 2021 5th International …, 2021 - ieeexplore.ieee.org
With the expanding development of Deep Learning techniques Medical Image Analysis
have become an active field of research. Medical Image Analysis typically refers to the …

A holistic overview of deep learning approach in medical imaging

R Yousef, G Gupta, N Yousef, M Khari - Multimedia Systems, 2022 - Springer
Medical images are a rich source of invaluable necessary information used by clinicians.
Recent technologies have introduced many advancements for exploiting the most of this …

A systematic collection of medical image datasets for deep learning

J Li, G Zhu, C Hua, M Feng, B Bennamoun, P Li… - ACM Computing …, 2023 - dl.acm.org
The astounding success made by artificial intelligence in healthcare and other fields proves
that it can achieve human-like performance. However, success always comes with …

Machine learning empowering personalized medicine: A comprehensive review of medical image analysis methods

I Galić, M Habijan, H Leventić, K Romić - Electronics, 2023 - mdpi.com
Artificial intelligence (AI) advancements, especially deep learning, have significantly
improved medical image processing and analysis in various tasks such as disease …

Medical image analysis using deep learning algorithms

M Li, Y Jiang, Y Zhang, H Zhu - Frontiers in Public Health, 2023 - frontiersin.org
In the field of medical image analysis within deep learning (DL), the importance of
employing advanced DL techniques cannot be overstated. DL has achieved impressive …

A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises

SK Zhou, H Greenspan, C Davatzikos… - Proceedings of the …, 2021 - ieeexplore.ieee.org
Since its renaissance, deep learning has been widely used in various medical imaging tasks
and has achieved remarkable success in many medical imaging applications, thereby …