Unsupervised Class Incremental Learning using Empty Classes. - Svenja Uhlemeyer; Julian Lienen; Youssef Shoeb; Eyke Hüllermeier; Hanno Gottschalk (BMVC Workshops, 2024)

How Could Generative AI Support Compliance with the EU AI Act? A Review for Safe Automated Driving Perception. - Mert Keser; Youssef Shoeb; Alois Knoll (ICVES, 2024)

Have We Ever Encountered This Before? Retrieving Out-of-Distribution Road Obstacles from Driving Scenes. - Youssef Shoeb; Robin Chan; Gesina Schwalbe; Azarm Nowzad; Fatma Güney; Hanno Gottschalk (WACV, 2024)

A Likelihood Ratio-Based Approach to Segmenting Unknown Objects. - Nazir Nayal; Youssef Shoeb; Fatma Güney (CoRR, 2024)

Out-of-Distribution Segmentation in Autonomous Driving: Problems and State of the Art. - Youssef Shoeb; Azarm Nowzad; Hanno Gottschalk (CVPR Workshops, 2025)

Segment-Level Road Obstacle Detection Using Visual Foundation Model Priors and Likelihood Ratios. - Youssef Shoeb; Nazir Nayal; Azarm Nowzad; Fatma Güney; Hanno Gottschalk (VISIGRAPP (2): VISAPP, 2025)

Adaptive Neural Networks for Intelligent Data-Driven Development. - Youssef Shoeb; Azarm Nowzad; Hanno Gottschalk (CoRR, 2025)

Following the Clues: Experiments on Person Re-ID using Cross-Modal Intelligence. - Robert Aufschläger; Youssef Shoeb; Azarm Nowzad; Michael Heigl; Fabian Bally; Martin Schramm (CoRR, 2025)