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.
1 code implementation • 26 May 2023 • Tanveer Hannan, Rajat Koner, Maximilian Bernhard, Suprosanna Shit, Bjoern Menze, Volker Tresp, Matthias Schubert, Thomas Seidl
Secondly, we propose a novel inter-instance interaction using gate activation as a mask for self-attention.
Ranked #4 on Video Instance Segmentation on YouTube-VIS 2021 (using extra training data)
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.
1 code implementation • 24 Oct 2022 • Maximilian Bernhard, Matthias Schubert
In order to create the necessary training annotations for object detectors, imagery can be georeferenced and combined with data from other sources, such as points of interest localized by GPS sensors.