Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging.
Luke Oakden-RaynerJared DunnmonGustavo CarneiroChristopher RéPublished in: CoRR (2019)
Keyphrases
- medical imaging
- machine learning
- medical images
- x ray
- computer vision
- computed tomography
- shape analysis
- image analysis
- magnetic resonance imaging
- medical image processing
- image guided
- image segmentation
- anatomical structures
- imaging modalities
- ct images
- image registration
- medical image analysis
- magnetic resonance images
- image processing
- computer aided diagnosis
- image processing and analysis
- remote sensing
- image guided surgery
- brain mr images
- clinical practice
- biomedical engineering
- biomedical imaging
- surface registration
- computer vision and image processing
- artificial intelligence
- medical image segmentation
- brain structures
- mri data
- volumetric data
- feature selection
- medical data
- mri scans
- medical education
- data mining
- quantitative analysis
- image understanding