Machine und Deep Learning Seminar  /  05. Mai 2022, 10:00 – 11:00 Uhr

Explaining AI-based Decision Support Systems using Concept Localization Maps

Referent: Adriano Lucieri (Deutsches Forschungszentrum für Künstliche Intelligenz (DFKI), Abteilung »Smarte Daten und Wissensdienste«)

Abstract (nur in Englisch verfügbar): 

Human-centric explainability of AI-based Decision Support Systems (DSS) using visual input modalities is directly related to reliability and practicality of such algorithms. This work introduces Concept Localization Maps (CLMs), which is a novel approach towards explainable image classifiers employed as DSS. CLMs extend Concept Activation Vectors (CAVs) by locating significant regions corresponding to a learned concept in the latent space of a trained image classifier.