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Ksenia Bittner
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Books and Theses
- 2019
- [b1]Ksenia Bittner:
Building information extraction and refinement from VHR satellite imagery using deep learning techniques. University of Osnabrück, Germany, 2019, pp. 1-164
Journal Articles
- 2023
- [j5]Philipp Schuegraf
, Stefano Zorzi, Friedrich Fraundorfer
, Ksenia Bittner
:
Deep Learning for the Automatic Division of Building Constructions Into Sections on Remote Sensing Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 7186-7200 (2023) - 2019
- [j4]Philipp Schuegraf
, Ksenia Bittner
:
Automatic Building Footprint Extraction from Multi-Resolution Remote Sensing Images Using a Hybrid FCN. ISPRS Int. J. Geo Inf. 8(4): 191 (2019) - [j3]Ksenia Bittner
, Marco Körner
, Friedrich Fraundorfer
, Peter Reinartz
:
Multi-Task cGAN for Simultaneous Spaceborne DSM Refinement and Roof-Type Classification. Remote. Sens. 11(11): 1262 (2019) - 2018
- [j2]Ksenia Bittner
, Pablo d'Angelo
, Marco Körner
, Peter Reinartz
:
DSM-to-LoD2: Spaceborne Stereo Digital Surface Model Refinement. Remote. Sens. 10(12): 1926 (2018) - [j1]Ksenia Bittner
, Fathalrahman Adam, Shiyong Cui
, Marco Körner
, Peter Reinartz
:
Building Footprint Extraction From VHR Remote Sensing Images Combined With Normalized DSMs Using Fused Fully Convolutional Networks. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(8): 2615-2629 (2018)
Conference and Workshop Papers
- 2023
- [c12]Yajin Xu
, Philipp Schuegraf
, Ksenia Bittner:
Vertex Aided Building Polygonization from Satellite Imagery Applying Deep Learning. JURSE 2023: 1-4 - 2021
- [c11]Yi Wang
, Stefano Zorzi, Ksenia Bittner:
Machine-Learned 3D Building Vectorization From Satellite Imagery. CVPR Workshops 2021: 1072-1081 - 2020
- [c10]Stefano Zorzi, Ksenia Bittner, Friedrich Fraundorfer:
Machine-learned Regularization and Polygonization of Building Segmentation Masks. ICPR 2020: 3098-3105 - [c9]Stefano Zorzi, Ksenia Bittner, Friedrich Fraundorfer:
Map-Repair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images. IGARSS 2020: 1829-1832 - [c8]Maximilian Langheinrich, Ksenia Bittner, Peter Reinartz:
GAN-Generated Elevation Models in Computational Fluid Dynamics: A Feasibility Study for Complex Urban Terrain. IGARSS 2020: 5302-5305 - [c7]Daniele Cerra, Nina Merkle, Corentin Henry, Kevin Alonso, Pablo d'Angelo, Stefan Auer, Reza Bahmanyar, Xiangtian Yuan, Ksenia Bittner, Maximilian Langheinrich, Guichen Zhang
, Miguel Pato, Jiaojiao Tian
, Peter Reinartz:
Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 1. IGARSS 2020: 7054-7057 - [c6]Daniele Cerra, Nina Merkle, Corentin Henry, Kevin Alonso, Pablo d'Angelo, Stefan Auer, Reza Bahmanyar, Xiangtian Yuan, Ksenia Bittner, Maximilian Langheinrich, Guichen Zhang, Miguel Pato, Jiaojiao Tian
, Peter Reinartz:
Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 2. IGARSS 2020: 7066-7069 - 2019
- [c5]Ksenia Bittner, Peter Reinartz, Marco Körner:
Late or Earlier Information Fusion From Depth and Spectral Data? Large-Scale Digital Surface Model Refinement by Hybrid-CGAN. CVPR Workshops 2019: 1471-1478 - [c4]Ksenia Bittner, Marco Körner, Peter Reinartz:
DSM Building Shape Refinement from Combined Remote Sensing Images Based on WNET-CGANS. IGARSS 2019: 783-786 - [c3]Pablo d'Angelo, Ksenia Bittner, Thomas Krauß, Peter Reinartz, Daniele Cerra, Seyed Majid Azimi, Nina Merkle, Jiaojiao Tian
, Stefan Auer, Miguel Pato, Raquel de los Reyes, Xiangyu Zhuo:
3D Semantic Segmentation from Multi-View Optical Satellite Images. IGARSS 2019: 5053-5056 - 2018
- [c2]Ksenia Bittner, Marco Körner:
Automatic Large-Scale 3D Building Shape Refinement Using Conditional Generative Adversarial Networks. CVPR Workshops 2018: 1887-1889 - [c1]Daniele Cerra, Miguel Pato, Emiliano Carmona
, Seyed Majid Azimi, Jiaojiao Tian
, Reza Bahmanyar, Franz Kurz, Eleonora Vig, Ksenia Bittner, Corentin Henry, Pablo d'Angelo, Rupert Müller, Kevin Alonso, Peter Fischer, Peter Reinartz:
Combining Deep and Shallow Neural Networks with Ad Hoc Detectors for the Classification of Complex Multi-Modal Urban Scenes. IGARSS 2018: 3856-3859
Informal and Other Publications
- 2024
- [i8]Daniel Panangian, Ksenia Bittner:
Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network. CoRR abs/2404.03930 (2024) - [i7]Vasudha Venkatesan, Daniel Panangian, Mario Fuentes Reyes, Ksenia Bittner:
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint. CoRR abs/2404.09277 (2024) - 2021
- [i6]Yi Wang, Stefano Zorzi, Ksenia Bittner:
Machine-learned 3D Building Vectorization from Satellite Imagery. CoRR abs/2104.06485 (2021) - 2020
- [i5]Lukas Liebel, Ksenia Bittner, Marco Körner:
A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas. CoRR abs/2004.02493 (2020) - [i4]Stefano Zorzi, Ksenia Bittner, Friedrich Fraundorfer:
Map-Repair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images. CoRR abs/2007.12470 (2020) - [i3]Stefano Zorzi, Ksenia Bittner, Friedrich Fraundorfer:
Machine-learned Regularization and Polygonization of Building Segmentation Masks. CoRR abs/2007.12587 (2020) - 2019
- [i2]Ksenia Bittner, Marco Körner, Peter Reinartz:
DSM Building Shape Refinement from Combined Remote Sensing Images based on Wnet-cGANs. CoRR abs/1903.03519 (2019) - [i1]Ksenia Bittner, Marco Körner, Peter Reinartz:
Late or Earlier Information Fusion from Depth and Spectral Data? Large-Scale Digital Surface Model Refinement by Hybrid-cGAN. CoRR abs/1904.09935 (2019)
Coauthor Index
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