tldr: we use an outlier exposure pipeline to boost anomaly segmentation performance with style alignment
Recommended citation: Dan Zhang, Kaspar Sakmann, William Beluch, Robin Hutmacher, Yumeng Li (2023). "Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation." arXiv:2308.09965https://arxiv.org/abs/2308.09965
tldr: we mask out areas and use a scoring mechanism to defend against patch attacks.
Recommended citation: Maksym Yatsura, Kaspar Sakmann, N. Grace Hua, Matthias Hein, Jan Hendrik Metzen (2023). "Certified Defences Against Adversarial Patch Attacks on Semantic Segmentation." arXiv:2209.05980https://arxiv.org/abs/2209.05980
tldr: This paper is about a numerically exact solution of the many-boson Schrödinger equation in a double well potential.
Recommended citation: Kaspar Sakmann, Alexej I. Streltsov, Ofir E. Alon, and Lorenz S. Cederbaum (2009). "Exact Quantum Dynamics of a Bosonic Josephson Junction." Physical Review Letters, 103, 200601. https://doi.org/10.1103/physrevlett.103.220601