2 papers
cs.LG2025
Comprehensive Evaluation of Prototype Neural Networks
Philipp Schlinge, Steffen Meinert, Martin Atzmueller
Prototype models are an important method for explainable artificial intelligence (XAI) and interpretable machine learning. In this paper, we perform an in-depth analysis of a set o…
cs.CV2025
ProtoMask: Segmentation-Guided Prototype Learning
Steffen Meinert, Philipp Schlinge, Nils Strodthoff +1
XAI gained considerable importance in recent years. Methods based on prototypical case-based reasoning have shown a promising improvement in explainability. However, these methods…