Classification of non-proliferative diabetic retinopathy based on hard exudates using soft margin SVM.
Handayani TjandrasaRicky Eka PutraArya Yudhi WijayaIsye ArieshantiPublished in: ICCSCE (2013)
Keyphrases
- diabetic retinopathy
- soft margin
- support vector
- retinal images
- support vector machine
- generalization ability
- support vector machine svm
- automatic detection
- optic disk
- early detection
- parameter selection
- svm classifier
- optic disc
- classification algorithm
- blood vessels
- support vectors
- vessel segmentation
- class conditional
- medical experts
- fundus images
- feature selection
- svm classification
- machine learning
- generalization error
- image classification
- classification accuracy
- linearly separable
- learning algorithm
- feature space
- training set
- linear classifiers
- feature vectors
- multi class
- knn
- image segmentation
- naive bayes classifier
- cross validation
- logistic regression
- text classification