Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction Perspective.
Chenyu YouWeicheng DaiYifei MinFenglin LiuDavid A. CliftonS. Kevin ZhouLawrence H. StaibJames S. DuncanPublished in: NeurIPS (2023)
Keyphrases
- medical image segmentation
- variance reduction
- semi supervised
- medical images
- monte carlo
- sample size
- semi supervised learning
- curve evolution
- medical image analysis
- unlabeled data
- statistical shape model
- level set method
- labeled data
- pairwise
- multi view
- active learning
- medical imaging
- confidence intervals
- co training
- image segmentation
- image analysis
- importance sampling
- image processing
- probabilistic model
- energy minimization
- training data
- image sequences
- three dimensional