May 26, 2026
Semantic Robustness Probing via Inpainting: An Interactive Tool for Data Augmentation for Safety-Critical Object Detection
Nico Steckhan, Krutarth Prajapati, Weijia Shao, Jonas Heinle & Silvia Vock
March 10, 2026
Stylized Synthetic Augmentation Further Improves Corruption Robustness
Georg Siedel, Rojan Regmi, Abhirami Anand, Weijia Shao, Silvia Vock & Andrey Morozov
February 10, 2026
Improving and Evaluating the Corruption Robustness of Image Classifiers Using Random p-Norm Noise
Georg Siedel, Weijia Shao, Silvia Vock & Andrey Morozov
September 26, 2025
Combined Image Data Augmentations Diminish the Benefits of Adaptive Label Smoothing
Georg Siedel, Ekagra Gupta, Weijia Shao, Silvia Vock & Andrey Morozov
June 15, 2025
The need for systematic approaches in risk assessment of safety-critical AI-applications in machinery
Franziska Wolny, Silvia Vock, Rasmus Adler, Taras Holayad