Klein, Lukas

13 publications

TMLR 2026 Finally Outshining the Random Baseline: A Simple and Effective Solution for Active Learning in 3D Biomedical Imaging Carsten T. Lüth, Jeremias Traub, Kim-Celine Kahl, Till J. Bungert, Lukas Klein, Lars Krämer, Paul F Jaeger, Klaus Maier-Hein, Fabian Isensee

WACV 2025 Enhancing Predictive Imaging Biomarker Discovery Through Treatment Effect Analysis Shuhan Xiao, Lukas Klein, Jens Petersen, Philipp Vollmuth, Paul F. Jaeger, Klaus H. Maier-Hein

TMLR 2025 nnActive: A Framework for Evaluation of Active Learning in 3D Biomedical Segmentation Carsten T. Lüth, Jeremias Traub, Kim-Celine Kahl, Till J. Bungert, Lukas Klein, Lars Krämer, Paul F Jaeger, Fabian Isensee, Klaus Maier-Hein

NeurIPSW 2024 Explainable AI-Based Analysis of Human Pancreas Sections Detects Traits of Type 2 Diabetes Lukas Klein, Sebastian Ziegler, Felicia Gerst, Yanni Morgenroth, Karol Gotkowski, Eyke Schöniger, Nicole Kipke, Annika Seiler, Ellen Geibelt, Martin Heni, Silvia Wagner, Silvio Nadalin, Falko Fend, Daniela Aust, Andre Mihaljevic, Daniel Hartmann, Jurgen Weitz, Reiner Jumpertz-von Schwartzenberg, Marius Distler, Andreas Birkefeld, Susanne Ullrich, Paul F Jaeger, Fabian Isensee, Michele Solimena, Robert Wagner

NeurIPSW 2024 Interactive Semantic Interventions for VLMs: A Causality-Inspired Investigation of VLM Failures Lukas Klein, Kenza Amara, Carsten T. Lüth, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger

NeurIPSW 2024 Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Approach to Interpretability Lukas Klein, Kenza Amara, Carsten T. Lüth, Antonio Foncubierta-Rodríguez, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger

NeurIPSW 2024 Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Investigation of VLM Failure Lukas Klein, Kenza Amara, Carsten T. Lüth, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger

NeurIPSW 2024 Interactive Semantic Interventions for VLMs: Breaking VLMs with Human Ingenuity Lukas Klein, Kenza Amara, Carsten T. Lüth, Hendrik Strobelt, Mennatallah El-Assady, Paul F Jaeger

NeurIPS 2024 Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics Lukas Klein, Carsten Lüth, Udo Schlegel, Till Bungert, Mennatallah El-Assady, Paul Jäger

ICLR 2023 A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification Paul F Jaeger, Carsten Tim Lüth, Lukas Klein, Till J. Bungert

MIDL 2023 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

NeurIPS 2023 Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment Carsten Lüth, Till Bungert, Lukas Klein, Paul Jaeger

NeurIPSW 2023 Understanding Scalable Perovskite Solar Cell Manufacturing with Explainable AI Lukas Klein, Sebastian Ziegler, Felix Laufer, Charlotte Debus, Markus Götz, Klaus Maier-Hein, Ulrich Paetzold, Fabian Isensee, Paul Jaeger