Basics Resource-aware Machine Learning: Concepts for greater energy efficiency 13. December 2023 Machine Learning (ML) and data mining have become integral parts of our everyday lives. As a result, the associated... read more
Application An Approach to Granular Testing of Deep Neural Networks 01. June 2022 Deep Neural Networks (DNNs) have shown phenomenal performance, reaching or surpassing human expert-level performance... read more
Application Uncertainty estimation: Knowing whether you know nothing 30. March 2022 In many cases, Machine Learning models, especially deep neural networks, achieve a quality comparable to human work or... read more
Research Plants don’t walk on the street: Using human knowledge for reliable semantic segmentation 17. November 2021 Deep neural networks are an essential component of autonomous driving, achieving unparalleled performance in a range... read more
Application Priority for safe Machine Learning: On the robustness of neural networks 14. July 2021 Neural networks are highly suitable for image classification and are already widely used today, delivering outstanding... read more
Research The path to secure AI: an overview of practical methods 24. March 2021 Over the course of just a decade, deep neural networks (DNNs) have revolutionized Machine Learning, consistently... read more
