Deep Dirichlet uncertainty for unsupervised out-of-distribution detection of eye fundus photographs in glaucoma screening.
Teresa AraújoGuilherme ArestaHrvoje BogunovicPublished in: CoRR (2022)
Keyphrases
- fundus images
- diabetic retinopathy
- retinal images
- automatic detection
- optic disc
- blood vessels
- optic nerve
- early detection
- medical experts
- age related macular degeneration
- optical coherence tomography
- semi supervised
- unsupervised learning
- supervised learning
- deep learning
- visual field
- random variables
- deep architectures
- eye gaze
- gaussian distribution
- uncertain data
- dirichlet distribution
- augmented reality
- false positives
- real time