Detection of diabetic retinopathy and age-related macular degeneration from fundus images through local binary patterns and random forests.
Sandra MoralesKjersti EnganValery NaranjoAdrián ColomerPublished in: ICIP (2015)
Keyphrases
- diabetic retinopathy
- fundus images
- retinal images
- random forests
- local binary pattern
- age related macular degeneration
- optic disc
- blood vessels
- optic disk
- random forest
- texture classification
- vessel segmentation
- automatic detection
- logistic regression
- decision trees
- optical coherence tomography
- texture analysis
- face recognition
- machine learning algorithms
- ensemble methods
- multiscale
- early detection
- texture features
- spatial information
- feature extraction
- texture information
- background subtraction
- medical experts
- low contrast
- texture images
- training data
- region of interest
- machine learning