Sledovat
Lukas Klein
Lukas Klein
IML Group at DKFZ, ETH Zürich
E-mailová adresa ověřena na: dkfz.de
Název
Citace
Citace
Rok
A Call to Reflect on Evaluation Practices for Failure Detection in Image Classification
PF Jaeger, CT Lüth, L Klein, TJ Bungert
International Conference on Learning Representations (ICLR), 2023, 2023
502023
Navigating the pitfalls of active learning evaluation: A systematic framework for meaningful performance assessment
C Lüth, T Bungert, L Klein, P Jaeger
Advances in Neural Information Processing Systems 36, 9789-9836, 2023
18*2023
Discovering Process Dynamics for Scalable Perovskite Solar Cell Manufacturing with Explainable AI
L Klein, S Ziegler, F Laufer, C Debus, M Götz, K Maier‐Hein, UW Paetzold, ...
Advanced Materials 36 (7), 2307160, 2024
82024
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics
L Klein, CT Lüth, U Schlegel, TJ Bungert, M El-Assady, PF Jäger
Conference on Neural Information Processing Systems (NeurIPS) 2024, 2024
32024
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process
L Klein, M El-Assady, PF Jäger
arXiv preprint arXiv:2207.04969, 2022
22022
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings
L Klein, JBS Carvalho, M El-Assady, P Penna, JM Buhmann, PF Jaeger
International Conference on Medical Imaging with Deep Learning (MIDL) 2022, 2021
22021
Interactive Semantic Interventions for VLMs: A Human-in-the-Loop Investigation of VLM Failure
L Klein, K Amara, CT Lüth, H Strobelt, M El-Assady, PF Jaeger
Neurips Safe Generative AI Workshop 2024, 2024
12024
Why context matters in VQA and Reasoning: Semantic interventions for VLM input modalities
K Amara, L Klein, C Lüth, P Jäger, H Strobelt, M El-Assady
arXiv preprint arXiv:2410.01690, 2024
2024
Enhancing predictive imaging biomarker discovery through treatment effect analysis
S Xiao, L Klein, J Petersen, P Vollmuth, PF Jaeger, KH Maier-Hein
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer …, 2024
2024
Explainable AI-based analysis of human pancreas sections identifies traits of type 2 diabetes
L Klein, S Ziegler, F Gerst, Y Morgenroth, K Gotkowski, E Schoeniger, ...
medRxiv, 2024.10. 23.24315937, 2024
2024
Systém momentálně nemůže danou operaci provést. Zkuste to znovu později.
Články 1–10