The Role of Local Alignment and Uniformity in Image-Text Contrastive Learning on Medical Images.
Philip MüllerGeorgios KaissisDaniel RueckertPublished in: CoRR (2022)
Keyphrases
- medical images
- region of interest
- biomedical images
- medical image retrieval
- image data
- anatomical structures
- image analysis
- multiscale
- medical image analysis
- image content
- medical image segmentation
- input image
- deformable models
- image representation
- image retrieval
- medical diagnosis
- magnetic resonance
- magnetic resonance images
- image intensity
- medical imaging
- medical data
- mri images
- mr images
- computer tomography
- image classification
- medical image databases
- image segmentation
- imaging modalities
- magnetic resonance imaging
- segmentation method
- three dimensional