Reducing annotating load: Active learning with synthetic images in surgical instrument segmentation.
Haonan PengShan LinDaniel KingYun-Hsuan SuWaleed M. AbuzeidRandall A. BlyKris S. MoeBlake HannafordPublished in: Medical Image Anal. (2024)
Keyphrases
- active learning
- fully automatic
- level set
- segmentation algorithm
- image segmentation
- multiscale
- region growing
- shape prior
- training examples
- surgical instruments
- surgical planning
- random sampling
- semantic annotation
- medical imaging
- load balancing
- energy function
- machine learning
- semi supervised
- image analysis
- edge detection
- relevance feedback
- learning process
- manual annotation
- selective sampling
- metadata
- learning algorithm