Deep learning‐based image reconstruction for different medical imaging modalities
Image reconstruction in magnetic resonance imaging (MRI) and computed tomography (CT)
is a mathematical process that generates images at many different angles around the …
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 …
at minimal cost and risk to the patients. Deep learning and its applications in medical …
Deep learning for biomedical image reconstruction: A survey
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 …
human body and provides scientists and physicians with a wealth of information …
A review on deep learning in medical image reconstruction
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 …
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 …
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 …
machine learning for medical image reconstruction. A comprehensive overview of recent …
[HTML][HTML] Review and prospect: artificial intelligence in advanced medical imaging
Artificial intelligence (AI) as an emerging technology is gaining momentum in medical
imaging. Recently, deep learning-based AI techniques have been actively investigated in …
imaging. Recently, deep learning-based AI techniques have been actively investigated in …
Artificial intelligence in image reconstruction: the change is here
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 …
the hardware and software domain. The range and speed of CT scanning improved from the …
Image reconstruction is a new frontier of machine learning
Over past several years, machine learning, or more generally artificial intelligence, has
generated overwhelming research interest and attracted unprecedented public attention. As …
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
Background To review and evaluate approaches to convolutional neural network (CNN)
reconstruction for accelerated cardiac MR imaging in the real clinical context. Methods Two …
reconstruction for accelerated cardiac MR imaging in the real clinical context. Methods Two …