Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis.
Benjamin LambertFlorence ForbesAlan TucholkaSenan DoyleHarmonie DehaeneMichel DojatPublished in: CoRR (2022)
Keyphrases
- medical image analysis
- learning models
- machine learning
- medical images
- clinical applications
- deformable models
- image registration
- learning algorithm
- anatomical structures
- medical imaging
- image analysis
- semi supervised learning
- machine learning algorithms
- conditional random fields
- learning problems
- imaging modalities
- visual programming environment
- loss function
- learning tasks
- magnetic resonance images
- classification models
- neural network
- image processing
- higher order
- feature vectors
- pattern recognition