Christian Geiß

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 28

Top Topics

Generalization Capabilities

Top Venues

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.

Int. J. Appl. Earth Obs. Geoinformation

IEEE Geosci. Remote. Sens. Lett.

Publications

Joshua Dimasaka, Christian Geiß, Emily So
Global Mapping of Exposure and Physical Vulnerability Dynamics in Least Developed Countries using Remote Sensing and Machine Learning. CoRR (2024)
Christian Geiß, Jana Maier, Emily So, Yue Zhu
LSTM models for spatiotemporal extrapolation of population data. JURSE (2023)
Ines Standfuß, Matthias Weigand, Monika Gähler, Antonia Milbert, Fabian Dosch, Silas Eichfuss, Nikola Sander, Christian Geiß, Hannes Taubenböck
Categorizing urban areas into "core", "fringe", and "periphery" based on the built-up morphology. JURSE (2023)
Johannes Mast, Marta Sapena, Christian Geiß, Hannes Taubenböck
Linking remote sensing data and online engagement in flood events in Nigeria. JURSE (2023)
Konstantin Müller, Robert Leppich, Christian Geiß, Vanessa Borst, Patrick Aravena Pelizari, Samuel Kounev, Hannes Taubenböck
Deep Neural Network Regression for Normalized Digital Surface Model Generation With Sentinel-2 Imagery. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16 (2023)
Christian Geiß, Patrick Aravena Pelizari, Ozan Tunçbilek, Hannes Taubenböck
Semi-supervised learning with constrained virtual support vector machines for classification of remote sensing image data. Int. J. Appl. Earth Obs. Geoinformation 125 (2023)
Ines Standfuß, Christian Geiß, Marlene Kühnl, Ariane Droin, Johannes Mast, Michael Wurm, Stefan Siedentop, Bastian Heider, Hannes Taubenböck
In the tension between large-scale analysis and accuracy - Identifying and analysing intra-urban (sub-)centre structures comparing official 3D-building models and TanDEM-X nDSMs. Comput. Environ. Urban Syst. 102 (2023)
Libei Fan, Yuting Dong, Ji Zhao, Christian Geiß, Lizhe Wang, Hannes Taubenböck
Mapping of Small Water Bodies with Integrated Spatial Information for Time Series Images of Optical Remote Sensing. IGARSS (2022)
Christian Geiß, Yue Zhu, Chunping Qiu, Lichao Mou, Xiao Xiang Zhu, Hannes Taubenböck
Deep Relearning in the Geospatial Domain for Semantic Remote Sensing Image Segmentation. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Christian Geiß, Alexander Rabuske, Patrick Aravena Pelizari, Stefan Bauer, Hannes Taubenböck
Selection of unlabeled source domains for domain adaptation in remote sensing. Array 15 (2022)
Christian Geiß, Elisabeth Brzoska, Patrick Aravena Pelizari, Sven Lautenbach, Hannes Taubenböck
Multi-target regressor chains with repetitive permutation scheme for characterization of built environments with remote sensing. Int. J. Appl. Earth Obs. Geoinformation 106 (2022)
Yue Zhu, Christian Geiß, Emily So, Ying Jin
Multitemporal Relearning With Convolutional LSTM Models for Land Use Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14 (2021)
Luis Moya, Christian Geiß, Masakazu Hashimoto, Erick Mas, Shunichi Koshimura, Günter Strunz
Disaster Intensity-Based Selection of Training Samples for Remote Sensing Building Damage Classification. IEEE Trans. Geosci. Remote. Sens. 59 (10) (2021)
Yue Zhu, Christian Geiß, Emily So
Image super-resolution with dense-sampling residual channel-spatial attention networks for multi-temporal remote sensing image classification. Int. J. Appl. Earth Obs. Geoinformation 104 (2021)
Michael Wurm, Ariane Droin, Thomas Stark, Christian Geiß, Wolfgang Sulzer, Hannes Taubenböck
Deep Learning-Based Generation of Building Stock Data from Remote Sensing for Urban Heat Demand Modeling. ISPRS Int. J. Geo Inf. 10 (1) (2021)
Christian Geiß, Patrick Aravena Pelizari, Stefan Bauer, Andreas Schmitt, Hannes Taubenböck
Automatic Training Set Compilation With Multisource Geodata for DTM Generation From the TanDEM-X DSM. IEEE Geosci. Remote. Sens. Lett. 17 (3) (2020)
Ines Standfuß, Christian Geiß, Stefan W. Dech, Hannes Taubenböck, Ran Nathan, Shay Rotics
Stability Characterization of the Response of White Storks' Foraging Behavior to Vegetation Dynamics Retrieved from Landsat Time Series. IGARSS (2020)
Ji Zhao, Suzheng Tian, Christian Geiß, Lizhe Wang, Yanfei Zhong, Hannes Taubenböck
Spectral-Spatial Classification Integrating Band Selection for Hyperspectral Imagery With Severe Noise Bands. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 13 (2020)
Ines Standfuß, Christian Geiß, Marlene Kühnl, Michael Wurm, Hannes Taubenböck, Stefan Siedentop, Bastian Heider
Deriving Urban Mass Concentrations Using TanDEM-X and Sentinel-2 Data for the Assessment of Morphological Polycentricity. IGARSS (2020)
Hannes Taubenböck, Felix Dahle, Christian Geiß, Michael Wurm
Europe's socio-economic disparities reflected in settlement patterns derived from satellite data. JURSE (2019)
Christian Geiß, Tobias Leichtle, Michael Wurm, Patrick Aravena Pelizari, Ines Standfuß, Xiao Xiang Zhu, Emily So, Stefan Siedentop, Thomas Esch, Hannes Taubenböck
Large-Area Characterization of Urban Morphology - Mapping of Built-Up Height and Density Using TanDEM-X and Sentinel-2 Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 12 (8) (2019)
Hannes Taubenböck, Michael Wurm, Christian Geiß, Stefan W. Dech, Stefan Siedentop
Urbanization between compactness and dispersion: designing a spatial model for measuring 2D binary settlement landscape configurations. Int. J. Digit. Earth 12 (6) (2019)
Hannes Taubenböck, Jeroen Staab, Xiao Xiang Zhu, Christian Geiß, Stefan W. Dech, Michael Wurm
Are the Poor Digitally Left Behind? Indications of Urban Divides Based on Remote Sensing and Twitter Data. ISPRS Int. J. Geo Inf. 7 (8) (2018)
Christian Geiß, Matthias Thoma, Hannes Taubenböck
Cost-Sensitive Multitask Active Learning for Characterization of Urban Environments With Remote Sensing. IEEE Geosci. Remote. Sens. Lett. 15 (6) (2018)
Sivasakthy Selvakumaran, Simon Plank, Christian Geiß, Cristian Rossi, Campbell R. Middleton
Remote monitoring to predict bridge scour failure using Interferometric Synthetic Aperture Radar (InSAR) stacking techniques. Int. J. Appl. Earth Obs. Geoinformation 73 (2018)
Christian Geiß, Matthias Thoma, Massimiliano Pittore, Marc Wieland, Stefan W. Dech, Hannes Taubenböck
Multitask Active Learning for Characterization of Built Environments With Multisensor Earth Observation Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 10 (12) (2017)
Christian Geiß, Patrick Aravena Pelizari, Henrik Schrade, Alexander Brenning, Hannes Taubenböck
On the Effect of Spatially Non-Disjoint Training and Test Samples on Estimated Model Generalization Capabilities in Supervised Classification With Spatial Features. IEEE Geosci. Remote. Sens. Lett. 14 (11) (2017)
Tobias Leichtle, Christian Geiß, Tobia Lakes, Hannes Taubenböck
Class imbalance in unsupervised change detection - A diagnostic analysis from urban remote sensing. Int. J. Appl. Earth Obs. Geoinformation 60 (2017)
Christian Geiß, Hannes Taubenböck, Michael Wurm, Thomas Esch, Michael Nast, Christoph Schillings, Thomas Blaschke
Remote Sensing-Based Characterization of Settlement Structures for Assessing Local Potential of District Heat. Remote. Sens. 3 (7) (2011)