Explaining Eye Diseases Detected by Machine Learning Using SHAP: A Case Study of Diabetic Retinopathy and Choroidal Nevus.
Esmaeil ShakeriTrafford CrumpEzekiel WeisEmad MohammedRoberto SouzaBehrouz H. FarPublished in: SN Comput. Sci. (2023)
Keyphrases
- diabetic retinopathy
- machine learning
- fundus images
- automatic detection
- retinal images
- early detection
- optic disc
- medical experts
- blood vessels
- eye tracking
- natural language processing
- data mining
- data analysis
- knowledge acquisition
- knowledge discovery
- feature selection
- optic disk
- eye movements
- machine learning methods
- decision trees
- vessel segmentation
- computer vision
- expert systems