Training set optimization and classifier performance in a top-down diabetic retinopathy screening system.
Jeffrey WigdahlCarla AgurtoVíctor MurrayE. Simon BarrigaPeter SolizPublished in: Medical Imaging: Computer-Aided Diagnosis (2013)
Keyphrases
- diabetic retinopathy
- training set
- retinal images
- automatic detection
- early detection
- blood vessels
- medical experts
- vessel segmentation
- training data
- optic disc
- classification accuracy
- test set
- nearest neighbor
- optic disk
- data sets
- class distribution
- active learning
- feature space
- classification algorithm
- cost sensitive
- support vector machine
- domain knowledge
- multiscale
- image segmentation
- decision trees
- data mining