no code implementations • 29 Apr 2024 • Maximilian Bernhard, Tanveer Hannan, Niklas Strauß, Matthias Schubert
In this paper, we propose to exploit spatiotemporal metainformation in SSL to improve the quality of pseudo-labels and, therefore, the final model performance.
no code implementations • 16 Apr 2024 • David Winkel, Niklas Strauß, Matthias Schubert, Thomas Seidl
In this paper, we propose a novel approach to handle allocation constraints based on a decomposition of the constraint action space into a set of unconstrained allocation problems.
no code implementations • 16 Apr 2024 • Niklas Strauß, Lukas Rottkamp, Sebatian Schmoll, Matthias Schubert
The problem has to consider uncertainty as available parking spots might not remain available until arrival due to other vehicles also claiming spots in the meantime.
no code implementations • 11 Jan 2024 • Niklas Strauß, Matthias Schubert
Furthermore, we propose a novel message-passing module for learning future inter-action correlations in the given environment.
1 code implementation • ICCV 2023 • Maximilian Bernhard, Niklas Strauß, Matthias Schubert
Our approach outperforms existing change detection methods by an absolute 11. 7\% and 18. 4\% in terms of binary change IoU on DynamicEarthNet and HRSCD, respectively.