Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging.
Kerstin HammernikThomas KüstnerBurhaneddin YamanZhengnan HuangDaniel RueckertFlorian KnollMehmet AkçakayaPublished in: IEEE Signal Process. Mag. (2023)
Keyphrases
- medical imaging
- magnetic resonance imaging
- deep learning
- machine learning
- medical images
- mri data
- magnetic resonance images
- x ray
- anatomical structures
- computer vision
- computed tomography
- image registration
- imaging modalities
- medical image analysis
- shape analysis
- unsupervised learning
- image analysis
- image segmentation
- image processing
- ct images
- image guided
- remote sensing
- computer aided diagnosis
- volumetric data
- pattern recognition
- learning algorithm
- active learning
- mental models
- expectation maximization
- brain mri
- brain mr images