📑 Publications
Explainable AI-based analysis of human pancreas sections detects traits of type 2 diabetes
Lukas Klein, Sebastian Ziegler, Yanni Morgenroth, Eyke Schoeniger, Michele Solimena, Felicia Gerst, Robert Wagner, Fabian Isensee, Klaus Maier-Hein, Paul F. Jaeger
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Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
Lukas Klein, Carsten Lueth, Udo Schlegel, Till Bungert, Mennatallah El-Assady, Paul F.Jaeger
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Enhancing predictive imaging biomarker discovery through treatment effect analysis
Shuhan Xiao, Lukas Klein, Paul F. Jaeger, Jens Petersen, Klaus Maier-Hein
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Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities
Kenza Amara*, Lukas Klein*, Carsten Lüth, Paul Jäger, Hendrik Strobelt, Mennatallah El-Assady
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Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Investigation of VLM Failure
Lukas Klein*, Kenza Amara*, Carsten T. Lüth*, Antonio Foncubierta-RodrÃguez, Hendrik Strobelt, Mennatallah El-Assady, Paul F. Jaeger
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Explainable AI-based analysis of human pancreas sections detects traits of type 2 diabetes
Lukas Klein, Sebastian Ziegler, Yanni Morgenroth, Eyke Schoeniger, Michele Solimena, Felicia Gerst, Robert Wagner, Fabian Isensee, Klaus Maier-Hein, Paul F. Jaeger
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Discovering Process Dynamic for Scalable Perovskite Solar Cell Manufacturing with Explainable AI
Lukas Klein, Sebastian Ziegler, Felix Laufer, Charlotte Debus, Markus Götz, Klaus Maier-Hein, Ulrich
W. Paetzold, Fabian Isensee, Paul F. Jaeger
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Understanding Solar Cell Manufacturing with Explainable AI
Lukas Klein, Sebastian Ziegler, Felix Laufer, Charlotte Debus, Markus Götz, Klaus Maier-Hein, Ulrich
W. Paetzold, Fabian Isensee, Paul F. Jaeger
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Semi-supervised automated Gleason Grading on WSI
Maximilian Fischer, Lars Krämer, Sebastian Ziegler, Lukas Klein, Paul F. Jaeger, Marco Molden, Peter Neher, Fabian Isensee, Klaus Maier-Hein
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Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment
Carsten T. Lüth, Till J. Bungert, Lukas Klein, Paul F. Jaeger
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A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification
Paul F. Jaeger, Carsten T. Lueth, Lukas Klein, Till J. Bungert
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From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process
Lukas Klein, Mennatallah El-Assady, Paul F Jaeger
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Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings
Lukas Klein, João B. S. Carvalho, Mennatallah El-Assady, Paolo Penna, Joachim M. Buhmann, Paul F Jaeger
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