Publications

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Patrick Helber; Benjamin Bischke; Andreas Dengel; Damian Borth
Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification
In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2019.
Benjamin Bischke; Patrick Helber; Joachim Folz; Damian Borth; Andreas Dengel
Multi-task learning for segmentation of building footprints with neural networks
In: AI4SocialGood. International Conference on Learning Representations (ICLR-2019), May 6-9, New Orleans, Louisiana, USA, arXiv, 2019.
Benjamin Bischke; Patrick Helber; Zhao Zhengyu; Jens de Bruijn; Damian Borth
The Multimedia Satellite Task at MediaEval 2018
In: Working Notes Proceedings of the MediaEval 2018. MediaEval Benchmark (MediaEval-2018), Workshop, October 29-31, Cagnes-sur-Mer, France, 11/2018.
Marco Schreyer; Timur Sattarov; Damian Borth; Andreas Dengel; Bernd Reimer
Künstliche Intelligenz in der Wirtschaftsprüfung - Identifikation ungewöhnlicher Buchungen in der Finanzbuchhaltung
In: Die Wirtschaftsprüfung (WPg), Vol. 71, Pages 674-681, IDW Verlag, 6/2018.
Joachim Folz; Sebastian Palacio; Jörn Hees; Damian Borth; Andreas Dengel
Adversarial Defense based on Structure-to-Signal Autoencoders
arXiv preprint arXiv:1803.07994, 3/2018.
Marco Stricker; Syed Saqib Bukhari; Damian Borth; Andreas Dengel
Saliency Based Adjective Noun Pair Detection System
In: Proceedings of the 10th International Conference on Agents and Artificial Intelligence. International Conference on Agents and Artificial Intelligence (ICAART), January 16-18, Funchal, Madeira, Portugal, SCITEPRESS, 2018.
Patrick Helber; Benjamin Bischke; Damian Borth; Andreas Dengel
Introducing EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification
In: 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). IEEE International Geoscience and Remote Sensing Symposium (IGARSS-2018), Tutorial MO3.R6: Land Cover Dynamics I, July 22-27, Valencia, Spain, Pages 204-207, ISBN 978-1-5386-7150-4, IEEE, 2018.
Benjamin Bischke; Patrick Helber; Damian Borth; Andreas Dengel
Segmentation of Imbalanced Classes in Satellite Imagery Using Adaptive Uncertainty Weighted Class Loss
In: 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). IEEE International Geoscience and Remote Sensing Symposium (IGARSS-2018), Tutorial TH3.R7: Segmentation, July 22-27, Valencia, Spain, Pages 6191-6194, ISBN 978-1-5386-7150-4, IEEE, 2018.
Benjamin Bischke; Patrick Helber; Florian Oliver König; Damian Borth; Andreas Dengel
Overcoming Missing and Incomplete Modalities with Generative Adversarial Networks for Building Footprint Segmentation
In: Special Session on Indexing, Retrieval, Annotation and Mining in Earth Observation. International Workshop on Content-Based Multimedia Indexing (CBMI), September 4-6, La Rochelle, France, IEEE, 2018.
Sebastian Palacio; Joachim Folz; Jörn Hees; Federico Raue; Damian Borth; Andreas Dengel
What do Deep Networks Like to See?
In: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR). International Conference on Computer Vision and Pattern Recognition (CVPR-2018), located at CVPR, June 18-22, Salt Lake City, Utah, USA, IEEE, 2018.