Identification and Visualization of the Underlying Independent Causes of the Diagnostic of Diabetic Retinopathy made by a Deep Learning Classifier

no code implementations • 23 Sep 2018 • Jordi de la Torre, Aida Valls, Domenec Puig, Pere Romero-Aroca

In this paper we go forward into the generation of explanations by identifying the independent causes that use a deep learning model for classifying an image into a certain class.

General Classification Medical Diagnosis

A Deep Learning Interpretable Classifier for Diabetic Retinopathy Disease Grading

no code implementations • 21 Dec 2017 • Jordi de la Torre, Aida Valls, Domenec Puig

Deep neural network models have been proven to be very successful in image classification tasks, also for medical diagnosis, but their main concern is its lack of interpretability.

General Classification Image Classification +1