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ORCIDChristian Geiß
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Journal Articles
- 2023
[j28]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: 103571 (2023)- [j27]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: 8508-8519 (2023) - [j26]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: 101953 (2023) - 2022
- [j25]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: 102657 (2022) - [j24]Christian Geiß, Alexander Rabuske, Patrick Aravena Pelizari, Stefan Bauer, Hannes Taubenböck:
Selection of unlabeled source domains for domain adaptation in remote sensing. Array 15: 100233 (2022) - [j23]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: 1-5 (2022) - 2021
- [j22]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: 102543 (2021) - [j21]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): 23 (2021) - [j20]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: 3251-3265 (2021) - [j19]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): 8288-8304 (2021) - 2020
- [j18]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): 456-460 (2020) - [j17]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: 1597-1609 (2020) - 2019
- [j16]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): 679-698 (2019) - [j15]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): 2912-2927 (2019) - 2018
- [j14]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: 463-470 (2018) - [j13]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): 304 (2018) - [j12]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): 922-926 (2018) - 2017
- [j11]Tobias Leichtle, Christian Geiss, Michael Wurm, Tobia Lakes, Hannes Taubenböck:
Unsupervised change detection in VHR remote sensing imagery - an object-based clustering approach in a dynamic urban environment. Int. J. Appl. Earth Obs. Geoinformation 54: 15-27 (2017) - [j10]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: 83-98 (2017) - [j9]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): 2008-2012 (2017) - [j8]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): 5583-5597 (2017) - 2016
- [j7]Johannes Schreyer, Christian Geis, Tobia Lakes:
TanDEM-X for Large-Area Modeling of Urban Vegetation Height: Evidence from Berlin, Germany. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9(5): 1876-1887 (2016) - [j6]Christian Geiss, Marianne Jilge, Tobia Lakes, Hannes Taubenböck:
Estimation of Seismic Vulnerability Levels of Urban Structures With Multisensor Remote Sensing. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9(5): 1913-1936 (2016) - [j5]Christian Geiss, Martin Klotz, Andreas Schmitt, Hannes Taubenböck:
Object-Based Morphological Profiles for Classification of Remote Sensing Imagery. IEEE Trans. Geosci. Remote. Sens. 54(10): 5952-5963 (2016) - 2015
- [j4]Hideomi Gokon, Joachim Post, Enrico Stein, Sandro Martinis, André Twele, Matthias Mück, Christian Geis, Shunichi Koshimura, Masashi Matsuoka:
A Method for Detecting Buildings Destroyed by the 2011 Tohoku Earthquake and Tsunami Using Multitemporal TerraSAR-X Data. IEEE Geosci. Remote. Sens. Lett. 12(6): 1277-1281 (2015) - [j3]Christian Geiss, Hannes Taubenböck:
Object-Based Postclassification Relearning. IEEE Geosci. Remote. Sens. Lett. 12(11): 2336-2340 (2015) - [j2]Christian Geiss, Michael Wurm, Markus Breunig, Andreas Felbier, Hannes Taubenböck:
Normalization of TanDEM-X DSM Data in Urban Environments With Morphological Filters. IEEE Trans. Geosci. Remote. Sens. 53(8): 4348-4362 (2015) - 2011
- [j1]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): 1447-1471 (2011)
Conference and Workshop Papers
- 2023
- [c14]Christian Geiß, Jana Maier, Emily So, Yue Zhu:
LSTM models for spatiotemporal extrapolation of population data. JURSE 2023: 1-4 - [c13]Johannes Mast, Marta Sapena, Christian Geiß, Hannes Taubenböck:
Linking remote sensing data and online engagement in flood events in Nigeria. JURSE 2023: 1-4 - [c12]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: 1-4 - 2022
- [c11]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: 6224-6227 - 2020
- [c10]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: 4219-4222 - [c9]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: 4799-4802 - 2019
- [c8]Hannes Taubenböck, Felix Dahle, Christian Geiß, Michael Wurm:
Europe's socio-economic disparities reflected in settlement patterns derived from satellite data. JURSE 2019: 1-4 - 2017
- [c7]Christian Geiss, Susanne Guder:
Reliability-centered asset management of wind turbines - A holistic approach for a sustainable and cost-optimal maintenance strategy. ICSRS 2017: 160-164 - [c6]Christian Geiss, Michael Wurm, Hannes Taubenböck:
Towards large-area morphologic characterization of urban environments using the TanDEM-X mission and Sentinel-2. JURSE 2017: 1-4 - [c5]Tobias Leichtle, Christian Geiss, Michael Wurm, Tobia Lakes, Hannes Taubenböck:
Evaluation of clustering algorithms for unsupervised change detection in VHR remote sensing imagery. JURSE 2017: 1-4 - [c4]Hannes Taubenböck, Philipp Bauer, Christian Geiss, Michael Wurm:
Mega-regions in China. JURSE 2017: 1-4 - [c3]Michael Wurm, Matthias Weigand, Andreas Schmitt, Christian Geiss, Hannes Taubenböck:
Exploitation of textural and morphological image features in Sentinel-2A data for slum mapping. JURSE 2017: 1-4 - 2014
- [c2]Hideomi Gokon, Shunichi Koshimura, Joachim Post, Christian Geis, Enrico Stein, Masashi Matsuoka:
Detecting building damage caused by the 2011 Tohoku earthquake tsunami using TerraSAR-X data. IGARSS 2014: 1851-1854 - 2011
- [c1]Christian Geiss, Michael Wurm, Hannes Taubenböck, Wieke Heldens, Thomas Esch:
Comparison of selected impervious surface products derived from remote sensing data - A case study for the city of Munich. JURSE 2011: 225-228
Informal and Other Publications
- 2024
- [i2]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 abs/2404.01748 (2024) - 2020
- [i1]Chunping Qiu, Michael Schmitt, Christian Geiß, Tzu-Hsin Karen Chen, Xiao Xiang Zhu:
A framework for large-scale mapping of human settlement extent from Sentinel-2 images via fully convolutional neural networks. CoRR abs/2001.11935 (2020)
Coauthor Index
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