A comprehensive survey on deep active learning and its applications in medical image analysis.
Haoran WangQiuye JinShiman LiSiyu LiuManning WangZhijian SongPublished in: CoRR (2023)
Keyphrases
- medical image analysis
- active learning
- medical images
- deformable models
- medical imaging
- image registration
- image analysis
- imaging modalities
- medical image segmentation
- anatomical structures
- computer vision and pattern recognition
- medical image data
- semi supervised
- selective sampling
- magnetic resonance images
- visual programming environment
- brain mr images
- random sampling
- experimental design
- learning strategies
- learning algorithm
- cerebral cortex
- shape modeling
- surface registration
- supervised learning
- machine learning
- labeled data
- clinical applications
- training set
- brain structures
- brain tumors
- mr images
- prostate cancer
- image processing
- digital image analysis
- registration framework
- groupwise registration
- x ray
- feature selection
- relevance feedback
- digital images