Conditional Random Fields and Supervised Learning in Automated Skin Lesion Diagnosis.
Paul WightonTim K. LeeGreg MoriHarvey LuiDavid I. McLeanM. Stella AtkinsPublished in: Int. J. Biomed. Imaging (2011)
Keyphrases
- conditional random fields
- skin lesion
- skin cancer
- supervised learning
- automated segmentation
- malignant melanoma
- computer aided
- diagnostic systems
- supervised training
- segmentation method
- early detection
- graphical models
- higher order
- probabilistic model
- hidden markov models
- named entity recognition
- sequence labeling
- information extraction
- generative model
- markov random field
- unsupervised learning
- random fields
- crf model
- web page prediction
- early diagnosis
- digital image processing
- pairwise
- training data
- superpixels
- semi supervised
- semi markov
- structured prediction
- semi supervised learning
- training set
- learning problems
- partially labeled data
- learning algorithm
- image processing
- machine learning
- support vector
- active learning
- class labels
- learning tasks