Automatic Grading Assessments for Knee MRI Cartilage Defects via Self-ensembling Semi-supervised Learning with Dual-Consistency.
Jiayu HuoXi OuyangLiping SiKai XuanSheng WangWeiwu YaoYing LiuJia XuDahong QianZhong XueQian WangDinggang ShenLichi ZhangPublished in: Medical Image Anal. (2022)
Keyphrases
- semi supervised learning
- semi supervised
- labeled data
- unlabeled data
- magnetic resonance images
- mr images
- articular cartilage
- semi supervised classification
- magnetic resonance imaging
- manual segmentation
- unsupervised learning
- supervised learning
- medical images
- machine learning
- label propagation
- improve the classification accuracy
- semi supervised learning algorithms
- automatic segmentation
- active learning
- co training
- graph based semi supervised learning
- manifold regularization
- training data
- transfer learning
- learning models
- high resolution
- labeled and unlabeled data
- regularization framework
- semi supervised learning methods
- data sets
- opinion detection
- discriminative models
- image segmentation
- metric learning
- data points