A comprehensive survey on deep active learning in medical image analysis.
Haoran WangQiuye JinShiman LiSiyu LiuManning WangZhijian SongPublished in: Medical Image Anal. (2024)
Keyphrases
- medical image analysis
- active learning
- medical images
- deformable models
- image registration
- medical imaging
- image analysis
- anatomical structures
- semi supervised
- imaging modalities
- random sampling
- computer vision and pattern recognition
- cerebral cortex
- medical image segmentation
- learning strategies
- learning algorithm
- visual programming environment
- clinical applications
- magnetic resonance images
- selective sampling
- medical image data
- active learning strategies
- digital image analysis
- training set
- brain structures
- machine learning
- prostate cancer
- labeled data
- supervised learning
- surface registration
- registration framework
- shape modeling
- relevance feedback
- learning process
- x ray
- neural network
- x ray images
- experimental design
- object boundaries
- computer vision