Ksenia Bittner

Orcid: 0000-0002-4048-3583

According to our database1, Ksenia Bittner authored at least 19 papers between 2018 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Bibliography

2023
Deep Learning for the Automatic Division of Building Constructions Into Sections on Remote Sensing Images.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Vertex Aided Building Polygonization from Satellite Imagery Applying Deep Learning.
Proceedings of the Joint Urban Remote Sensing Event, 2023

2021
Machine-Learned 3D Building Vectorization From Satellite Imagery.
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.
CoRR, 2020

Map-Repair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images.
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.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 2.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 1.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Machine-learned Regularization and Polygonization of Building Segmentation Masks.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

2019
Building information extraction and refinement from VHR satellite imagery using deep learning techniques.
PhD thesis, 2019

Multi-Task cGAN for Simultaneous Spaceborne DSM Refinement and Roof-Type Classification.
Remote. Sens., 2019

Automatic Building Footprint Extraction from Multi-Resolution Remote Sensing Images Using a Hybrid FCN.
ISPRS Int. J. Geo Inf., 2019

3D Semantic Segmentation from Multi-View Optical Satellite Images.
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.
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.
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.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

DSM-to-LoD2: Spaceborne Stereo Digital Surface Model Refinement.
Remote. Sens., 2018

Combining Deep and Shallow Neural Networks with Ad Hoc Detectors for the Classification of Complex Multi-Modal Urban Scenes.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Automatic Large-Scale 3D Building Shape Refinement Using Conditional Generative Adversarial Networks.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018


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