On the Ethics of AI-based Algorithmic decision-making in Healthcare.
Assessing Trustworthy AI. Best Practice: Deep Learning based Skin Lesion Classifiers.
In cooperation with
German Research Center for Artificial Intelligence GmbH (DFKI)
Approach
The team of Dr. Andreas Dengel at the German Research Center for Artificial Intelligence(DFKI) used a well-trained and high performing neural network for classification of three skin tumours, i.e. Melanocytic Naevi, Melanoma and Seborrheic Keratosis and performed a detailed analysis on its latent space.
The result of their work is available here: IJCNN_Interpretability (1)
We are working with Andreas Dengel and his team and apply our Z-inspection® process to assess the ethical, technical and legal implications of using Deep Learning in this context.
Andreas Dengel
German Research Center for Artificial Intelligence (DFKI) Kaiserslautern, Germany