Information and knowledge from remote sensing data
Satellite- and Airplane-based Earth Observation
Synthetic Aperture Radar (SAR) and SAR Interferometry
High Resolution Optical Image Interpretation
Hyperspectral Earth Observation
Estimation Theory
Sparse Reconstruction and Compressive Sensing
3D Reconstruction
4D Motion Detection
Data Fusion
Computer Vision
Machine Learning
Deep Learning
Recent Publications
Liebel, Lukas; Bittner, Ksenia; Körner, Marco: A generalized multi-task learning approach to stereo DSM filtering in urban areas. ISPRS Journal of Photogrammetry and Remote Sensing 166, 2020, 213-227 more…
Qiu, Chunping; Liebel, Lukas; Hughes, Lloyd Haydn; Schmitt, Michael; Körner, Marco; Zhu, Xiao Xiang: Multitask Learning for Human Settlement Extent Regression and Local Climate Zone Classification. IEEE Geoscience and Remote Sensing Letters, 2020, 1-5 more…
Aigner, Sandra; Körner, Marco: The Importance of Loss Functions for Increasing the Generalization Abilities of a Deep Learning-Based Next Frame Prediction Model for Traffic Scenes. Machine Learning and Knowledge Extraction 2 (2), 2020, 78-98 more…
Kraft, Basil; Jung, Martin; Körner, Marco; Reichstein, Markus: HYBRID MODELING: FUSION OF A DEEP LEARNING APPROACH AND A PHYSICS-BASED MODEL FOR GLOBAL HYDROLOGICAL MODELING. ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B2-2020, 2020, 1537-1544 more…
Ali Khan, Saqib; Shi, Yilei; Shahzad, Muhammad; Xiang Zhu, Xiao: FGCN: Deep Feature-based Graph Convolutional Network for Semantic Segmentation of Urban 3D Point Clouds. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), IEEE, 2020 more…
