Deep learning‐based image reconstruction for different medical imaging modalities

M Yaqub, F Jinchao, K Arshid, S Ahmed… - … Methods in Medicine, 2022 - Wiley Online Library
Image reconstruction in magnetic resonance imaging (MRI) and computed tomography (CT)
is a mathematical process that generates images at many different angles around the …

A survey on deep learning in medical image reconstruction

E Ahishakiye, M Bastiaan Van Gijzen… - Intelligent …, 2021 - mednexus.org
Medical image reconstruction aims to acquire high-quality medical images for clinical usage
at minimal cost and risk to the patients. Deep learning and its applications in medical …

Deep learning for biomedical image reconstruction: A survey

H Ben Yedder, B Cardoen, G Hamarneh - Artificial intelligence review, 2021 - Springer
Medical imaging is an invaluable resource in medicine as it enables to peer inside the
human body and provides scientists and physicians with a wealth of information …

A review on deep learning in medical image reconstruction

HM Zhang, B Dong - Journal of the Operations Research Society of China, 2020 - Springer
Medical imaging is crucial in modern clinics to provide guidance to the diagnosis and
treatment of diseases. Medical image reconstruction is one of the most fundamental and …

A perspective on deep imaging

G Wang - IEEE access, 2016 - ieeexplore.ieee.org
The combination of tomographic imaging and deep learning, or machine learning in
general, promises to empower not only image analysis but also image reconstruction. The …

Machine learning for image reconstruction

K Hammernik, F Knoll - Handbook of medical image computing and …, 2020 - Elsevier
This chapter provides an overview of current developments in the fast growing field of
machine learning for medical image reconstruction. A comprehensive overview of recent …

[HTML][HTML] Review and prospect: artificial intelligence in advanced medical imaging

S Wang, G Cao, Y Wang, S Liao, Q Wang, J Shi… - Frontiers in …, 2021 - frontiersin.org
Artificial intelligence (AI) as an emerging technology is gaining momentum in medical
imaging. Recently, deep learning-based AI techniques have been actively investigated in …

Artificial intelligence in image reconstruction: the change is here

R Singh, W Wu, G Wang, MK Kalra - Physica Medica, 2020 - Elsevier
Innovations in CT have been impressive among imaging and medical technologies in both
the hardware and software domain. The range and speed of CT scanning improved from the …

Image reconstruction is a new frontier of machine learning

G Wang, JC Ye, K Mueller… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
Over past several years, machine learning, or more generally artificial intelligence, has
generated overwhelming research interest and attracted unprecedented public attention. As …

[HTML][HTML] MR image reconstruction using deep learning: evaluation of network structure and loss functions

V Ghodrati, J Shao, M Bydder, Z Zhou… - … imaging in medicine …, 2019 - ncbi.nlm.nih.gov
Background To review and evaluate approaches to convolutional neural network (CNN)
reconstruction for accelerated cardiac MR imaging in the real clinical context. Methods Two …