Reducing Contextual Bias in Cardiac Magnetic Resonance Imaging Deep Learning Using Contrastive Self-Supervision.
Makiya NakashimaDonna SalemHW Wilson TangChristopher NguyenTae-Hyun HwangDing ZhaoByung-Hak KimDeborah KwonDavid ChenPublished in: MLHC (2023)
Keyphrases
- magnetic resonance imaging
- deep learning
- tagged mri
- beating heart
- long axis
- cardiac imaging
- mri data
- medical images
- magnetic resonance images
- unsupervised learning
- single photon emission computed tomography
- machine learning
- medical imaging
- mri images
- weakly supervised
- left ventricular
- patient specific
- active learning
- cardiac motion
- mental models
- x ray
- pattern recognition
- data sets
- motion compensation
- region of interest
- deformable models
- positron emission tomography
- video sequences