Computer Vision
半监督分割
Semi-supervised segmentationA machine learning technique that utilizes a small amount of labeled data alongside a large amount of unlabeled data to train models for image segmentation tasks. / 一种机器学习技术，利用少量标记数据和大量未标记数据来训练模型进行图像分割任务。
- Knowledge type
- 工艺技术
- First proposed or discovered
- Proposer
- Turkey Farm member
- Creator
- 农场主
- Last updated
- 2026-11-09 16:05:47
Sub-knowledge points
Tertiary lymphoid structures (TLS) detectionPrognostic assessment
Higher-order knowledge points
Deep Learning / 工艺技术Medical image analysis
Main parameters and performance indicators
labeled data: Small set of annotated imagesunlabeled data: Large set of unannotated imagesdiversity-aware: Strategy to handle data heterogeneity
Open problems
Handling class imbalanceImproving generalization across different cancer types
Related literature
ranked by community starsDiversity-aware semi-supervised segmentation of tertiary lymphoid structures for prognostic assessment across cancersOpen source
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1 recordsRecord title: Semi-supervised segmentation.
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