Lukas Klein

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 8

Top Topics

Multi Path Routing

Image Classification

Evaluation Methods

Top Venues

Publications

Shuhan Xiao, Lukas Klein, Jens Petersen, Philipp Vollmuth, Paul F. Jaeger, Klaus H. Maier-Hein
Enhancing predictive imaging biomarker discovery through treatment effect analysis. CoRR (2024)
Paul F. Jaeger, Carsten T. Lüth, Lukas Klein, Till J. Bungert
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification. ICLR (2023)
Carsten T. Lüth, Till J. Bungert, Lukas Klein, Paul F. Jaeger
Toward Realistic Evaluation of Deep Active Learning Algorithms in Image Classification. CoRR (2023)
Lukas Klein, João B. S. Carvalho, Mennatallah El-Assady, Paolo Penna, Joachim M. Buhmann, Paul F. Jaeger
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings. CoRR (2023)
Carsten T. Lüth, Till J. Bungert, Lukas Klein, Paul Jaeger
Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment. NeurIPS (2023)
Lukas Klein, João B. S. Carvalho, Mennatallah El-Assady, Paolo Penna, Joachim M. Buhmann, Paul F. Jaeger
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings. MIDL (2022)
Paul F. Jaeger, Carsten T. Lüth, Lukas Klein, Till J. Bungert
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification. CoRR (2022)
Lukas Klein, Mennatallah El-Assady, Paul F. Jäger
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process. CoRR (2022)