A survey on deep learning in medical image analysis

G Litjens, T Kooi, BE Bejnordi, AAA Setio, F Ciompi… - Medical image …, 2017 - Elsevier
Deep learning algorithms, in particular convolutional networks, have rapidly become a
methodology of choice for analyzing medical images. This paper reviews the major deep …

Deep learning applications in medical image analysis

J Ker, L Wang, J Rao, T Lim - Ieee Access, 2017 - ieeexplore.ieee.org
The tremendous success of machine learning algorithms at image recognition tasks in
recent years intersects with a time of dramatically increased use of electronic medical …

Deep learning: an update for radiologists

PM Cheng, E Montagnon, R Yamashita, I Pan… - Radiographics, 2021 - pubs.rsna.org
Deep learning is a class of machine learning methods that has been successful in computer
vision. Unlike traditional machine learning methods that require hand-engineered feature …

[图书][B] Deep learning for medical image analysis

K Zhou, H Greenspan, D Shen - 2017 - books.google.com
Deep learning is providing exciting solutions for medical image analysis problems and is
seen as a key method for future applications. This book gives a clear understanding of the …

Medical imaging using machine learning and deep learning algorithms: a review

J Latif, C Xiao, A Imran, S Tu - 2019 2nd International …, 2019 - ieeexplore.ieee.org
Machine and deep learning algorithms are rapidly growing in dynamic research of medical
imaging. Currently, substantial efforts are developed for the enrichment of medical imaging …

[HTML][HTML] Hello world deep learning in medical imaging

P Lakhani, DL Gray, CR Pett, P Nagy, G Shih - Journal of digital imaging, 2018 - Springer
There is recent popularity in applying machine learning to medical imaging, notably deep
learning, which has achieved state-of-the-art performance in image analysis and …

[PDF][PDF] Advances in deep learning-based medical image analysis

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

Recent advances and clinical applications of deep learning in medical image analysis

X Chen, X Wang, K Zhang, KM Fung, TC Thai… - Medical Image …, 2022 - Elsevier
Deep learning has received extensive research interest in developing new medical image
processing algorithms, and deep learning based models have been remarkably successful …

Deep learning in medical image analysis

D Shen, G Wu, HI Suk - Annual review of biomedical …, 2017 - annualreviews.org
This review covers computer-assisted analysis of images in the field of medical imaging.
Recent advances in machine learning, especially with regard to deep learning, are helping …

[HTML][HTML] A gentle introduction to deep learning in medical image processing

A Maier, C Syben, T Lasser, C Riess - Zeitschrift für Medizinische Physik, 2019 - Elsevier
This paper tries to give a gentle introduction to deep learning in medical image processing,
proceeding from theoretical foundations to applications. We first discuss general reasons for …