Distribution shift detection for the postmarket surveillance of medical AI algorithms: a retrospective simulation study.
Lisa M. KochChristian F. BaumgartnerPhilipp BerensPublished in: npj Digit. Medicine (2024)
Keyphrases
- simulation study
- significant improvement
- computational cost
- object detection
- monte carlo
- detection method
- anomaly detection
- times faster
- detection rate
- orders of magnitude
- learning algorithm
- intelligent systems
- medical images
- medical diagnosis
- automatic detection
- detection algorithm
- medical data
- medical experts
- medical imaging
- computationally efficient
- computational complexity
- data structure
- image processing