A Unified Approach Addressing Class Imbalance in Magnetic Resonance Image for Deep Learning Models.
Lijuan CuiDengao LiXiaofeng YangChao LiuXiaoting YanPublished in: IEEE Access (2024)
Keyphrases
- learning models
- class imbalance
- magnetic resonance images
- cost sensitive learning
- class distribution
- active learning
- medical images
- mr images
- machine learning
- learning algorithm
- semi supervised learning
- loss function
- cost sensitive
- magnetic resonance imaging
- medical imaging
- machine learning algorithms
- classification models
- learning tasks
- high dimensionality
- feature selection
- high resolution
- conditional random fields
- learning problems
- concept drift
- image analysis
- data sets
- decision trees
- feature selection algorithms
- support vector
- pairwise
- training examples
- naive bayes
- k nearest neighbor
- dimensionality reduction
- supervised learning
- semi supervised