Hybrid Deep Learning Gaussian Process for Diabetic Retinopathy Diagnosis and Uncertainty Quantification.
Santiago Toledo-CortésMelissa De La PavaOscar J. PerdomoFabio A. GonzálezPublished in: OMIA@MICCAI (2020)
Keyphrases
- gaussian process
- deep learning
- diabetic retinopathy
- unsupervised learning
- regression model
- retinal images
- approximate inference
- semi supervised
- model selection
- automatic detection
- bayesian framework
- latent variables
- hyperparameters
- machine learning
- early detection
- medical diagnosis
- mental models
- weakly supervised
- blood vessels
- expectation maximization
- medical experts
- prior knowledge