Interactive Machine Learning Group

At Helmholtz Imaging and the DKFZ.

Publications

2024

Paper Ressources

ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation

Authors: Kim-Celine Kahl, Carsten T. Lueth, Maximilian Zenk, Klaus Maier-Hein, Paul F. Jaeger
Published at: ICLR 2024 Oral
Date: 04.2024

2023

Paper Ressources

Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI

Authors: Lukas Klein, Sebastian Ziegler, Felix Laufer, Charlotte Debus, Markus Goetz, Klaus Maier-Hein, Ulrich W. Paetzold, Fabian Isense and Paul F. Jaeger
Published at: Advanced Materials (also presented at NeurIPS 2023 XAIA Workshop Oral)
Date: 12.2023

Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment

Authors: Carsten T. Lüth, Till J. Bungert, Lukas Klein and Paul F. Jaeger
Published at: NeurIPS 2023
Date: 12.2023

cOOpD: Reformulating COPD classification on chest CT scans as anomaly detection using contrastive representations

Authors: Silvia D. Almeida, Carsten T. Lüth, Tobias Norajitra, Tassilo Wald, Marco Nolden, Paul F. Jaeger, Claus P. Heussel, Jürgen Biederer, Oliver Weinheimer, Klaus Maier-Hein
Published at: MICCAI 2023
Date: 10.2023

Understanding Silent Failures in Medical Image Classification

Authors: Till J. Bungert, Levin Kobelke, Paul F. Jaeger
Published at: MICCAI 2023
Date: 10.2023

A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification

Authors: Paul F. Jaeger, Carsten T. Lüth, Lukas Klein and Till J. Bungert
Published at: ICLR 2023 (Oral)
Date: 05.2023

2022

Paper Ressources

From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process

Authors: Lukas Klein, Mennatallah El-Assady, Paul F. Jäger
Presented at: IJCAI 2022 Workshop on XAI
Date: 07.2022

Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings

Authors: Lukas Klein, João B. S. Carvalho, Mennatallah El-Assady, Paolo Penna, Joachim M. Buhmann, Paul F. Jäger
Published at: MIDL 2022
Date: 04.2022