Deep learning based multiple sclerosis lesion detection utilizing synthetic data generation and soft attention mechanism.
Omer Zucker ShmueliChen SolomonNoam Ben-EliezerHayit GreenspanPublished in: Medical Imaging: Computer-Aided Diagnosis (2022)
Keyphrases
- deep learning
- data generation
- lesion segmentation
- multiple sclerosis
- magnetic resonance images
- unsupervised learning
- machine learning
- data streams
- brain mri
- magnetic resonance
- white matter
- active learning
- mr images
- clinical trials
- high throughput
- magnetic resonance imaging
- three dimensional
- brain tissue
- visual attention
- image data
- disease progression
- training data