Ksenia Bittner

According to our database, Ksenia Bittner authored at least 24 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network.

Daniel Panangian, Ksenia Bittner

CoRR, 2024

Roof plane parsing towards LoD-2.2 building reconstruction based on joint learning using remote sensing images.

Yajin Xu, Juilson Jubanski, Ksenia Bittner, Florian Siegert

Int. J. Appl. Earth Obs. Geoinformation, 2024

Ai-Based Building Instance Segmentation in Formal and Informal Settlements.

Philipp Schuegraf, Dorothee Stiller, Jiaojiao Tian, Thomas Stark, Michael Wurm, Hannes Taubenböck, Ksenia Bittner

Proceedings of the IGARSS 2024, 2024

Enhancing Building Shape Details Through Deep Learning in Single-Image SAR-Based DSM.

Ksenia Bittner, Michael Recla, Stefan Auer, Michael Schmitt

Proceedings of the IGARSS 2024, 2024

SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint.

Vasudha Venkatesan, Daniel Panangian, Mario Fuentes Reyes, Ksenia Bittner

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023

Deep Learning for the Automatic Division of Building Constructions Into Sections on Remote Sensing Images.

Philipp Schuegraf, Stefano Zorzi, Friedrich Fraundorfer, Ksenia Bittner

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Vertex Aided Building Polygonization from Satellite Imagery Applying Deep Learning.

Yajin Xu, Philipp Schuegraf, Ksenia Bittner

Proceedings of the Joint Urban Remote Sensing Event, 2023

2021

Machine-Learned 3D Building Vectorization From Satellite Imagery.

Yi Wang, Stefano Zorzi, Ksenia Bittner

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020

A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas.

Lukas Liebel, Ksenia Bittner, Marco Körner

CoRR, 2020

Map-Repair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images.

Stefano Zorzi, Ksenia Bittner, Friedrich Fraundorfer

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

GAN-Generated Elevation Models in Computational Fluid Dynamics: A Feasibility Study for Complex Urban Terrain.

Maximilian Langheinrich, Ksenia Bittner, Peter Reinartz

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 2.

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

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 1.

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

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Machine-learned Regularization and Polygonization of Building Segmentation Masks.

Stefano Zorzi, Ksenia Bittner, Friedrich Fraundorfer

Proceedings of the 25th International Conference on Pattern Recognition, 2020

2019

Building information extraction and refinement from VHR satellite imagery using deep learning techniques.

Ksenia Bittner

PhD thesis, 2019

Multi-Task cGAN for Simultaneous Spaceborne DSM Refinement and Roof-Type Classification.

Ksenia Bittner, Marco Körner, Friedrich Fraundorfer, Peter Reinartz

Remote. Sens., 2019

Automatic Building Footprint Extraction from Multi-Resolution Remote Sensing Images Using a Hybrid FCN.

Philipp Schuegraf, Ksenia Bittner

ISPRS Int. J. Geo Inf., 2019

3D Semantic Segmentation from Multi-View Optical Satellite Images.

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

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

DSM Building Shape Refinement from Combined Remote Sensing Images Based on WNET-CGANS.

Ksenia Bittner, Marco Körner, Peter Reinartz

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Late or Earlier Information Fusion From Depth and Spectral Data? Large-Scale Digital Surface Model Refinement by Hybrid-CGAN.

Ksenia Bittner, Peter Reinartz, Marco Körner

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

2018

Building Footprint Extraction From VHR Remote Sensing Images Combined With Normalized DSMs Using Fused Fully Convolutional Networks.

Ksenia Bittner, Fathalrahman Adam, Shiyong Cui, Marco Körner, Peter Reinartz

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

DSM-to-LoD2: Spaceborne Stereo Digital Surface Model Refinement.

Ksenia Bittner, Pablo d'Angelo, Marco Körner, Peter Reinartz

Remote. Sens., 2018

Combining Deep and Shallow Neural Networks with Ad Hoc Detectors for the Classification of Complex Multi-Modal Urban Scenes.

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

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Automatic Large-Scale 3D Building Shape Refinement Using Conditional Generative Adversarial Networks.

Ksenia Bittner, Marco Körner

Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018