Building footprint extraction from VHR remote sensing images combined with normalized DSMs using fused fully convolutional networks K Bittner, F Adam, S Cui, M Körner, P Reinartz IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2018 | 125 | 2018 |
Building extraction from remote sensing data using fully convolutional networks K Bittner, S Cui, P Reinartz The International Archives of the Photogrammetry, Remote Sensing and Spatial …, 2017 | 98 | 2017 |
Automatic building footprint extraction from multi-resolution remote sensing images using a hybrid FCN P Schuegraf, K Bittner ISPRS International Journal of Geo-Information 8 (4), 191, 2019 | 90 | 2019 |
Machine-learned regularization and polygonization of building segmentation masks S Zorzi, K Bittner, F Fraundorfer 2020 25th International Conference on Pattern Recognition (ICPR), 3098-3105, 2021 | 56 | 2021 |
DSM-to-LoD2: Spaceborne stereo digital surface model refinement K Bittner, P d’Angelo, M Körner, P Reinartz Remote Sensing 10 (12), 1926, 2018 | 42 | 2018 |
Machine-learned 3D building vectorization from satellite imagery Y Wang, S Zorzi, K Bittner Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 21 | 2021 |
A generalized multi-task learning approach to stereo DSM filtering in urban areas L Liebel, K Bittner, M Körner ISPRS Journal of Photogrammetry and Remote Sensing 166, 213-227, 2020 | 17 | 2020 |
Multi-task cgan for simultaneous spaceborne dsm refinement and roof-type classification K Bittner, M Körner, F Fraundorfer, P Reinartz Remote Sensing 11 (11), 1262, 2019 | 15 | 2019 |
Automatic large-scale 3d building shape refinement using conditional generative adversarial networks K Bittner, M Korner Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2018 | 15 | 2018 |
Combining deep and shallow neural networks with ad hoc detectors for the classification of complex multi-modal urban scenes D Cerra, M Pato, E Carmona, SM Azimi, J Tian, R Bahmanyar, F Kurz, ... IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 12 | 2018 |
DSM building shape refinement from combined remote sensing images based on WNET-CGANS K Bittner, M Körner, P Reinartz IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019 | 11 | 2019 |
Late or earlier information fusion from depth and spectral data? large-scale digital surface model refinement by hybrid-cgan K Bittner, P Reinartz, M Korner Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019 | 11 | 2019 |
Long-short skip connections in deep neural networks for dsm refinement K Bittner, L Liebel, M Körner, P Reinartz The International Archives of the Photogrammetry, Remote Sensing and Spatial …, 2020 | 9 | 2020 |
Building section instance segmentation with combined classical and deep learning methods P Schuegraf, J Schnell, C Henry, K Bittner ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information …, 2022 | 6 | 2022 |
Map-repair: Deep cadastre maps alignment and temporal inconsistencies fix in satellite images S Zorzi, K Bittner, F Fraundorfer IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium …, 2020 | 5 | 2020 |
3D semantic segmentation from multi-view optical satellite images P d’Angelo, D Cerra, SM Azimi, N Merkle, J Tian, S Auer, M Pato, ... IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019 | 5 | 2019 |
Deep Learning for the Automatic Division of Building Constructions into Sections on Remote Sensing Images P Schuegraf, S Zorzi, F Fraundorfer, K Bittner IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023 | 1 | 2023 |
Stepwise refinement of low resolution labels for earth observation data: Part 1 D Cerra, N Merkle, C Henry, K Alonso, P d’Angelo, S Auer, R Bahmanyar, ... IGARSS 2020-2020 IEEE International Geoscience and Remote Sensing Symposium …, 2020 | 1 | 2020 |
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint V Venkatesan, D Panangian, MF Reyes, K Bittner arXiv preprint arXiv:2404.09277, 2024 | | 2024 |
Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network D Panangian, K Bittner arXiv preprint arXiv:2404.03930, 2024 | | 2024 |