Automatic Large-Scale 3D Building Shape Refinement Using Conditional Generative Adversarial Networks. - Ksenia Bittner; Marco Körner 001 (CVPR Workshops, 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; et al. (IGARSS, 2018)

DSM-to-LoD2: Spaceborne Stereo Digital Surface Model Refinement. - Ksenia Bittner; Pablo d'Angelo; Marco Körner 001; Peter Reinartz (Remote. Sens., 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 001; Peter Reinartz (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018)

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 001 (CVPR Workshops, 2019)

DSM Building Shape Refinement from Combined Remote Sensing Images Based on WNET-CGANS. - Ksenia Bittner; Marco Körner 001; Peter Reinartz (IGARSS, 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 (IGARSS, 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)

Multi-Task cGAN for Simultaneous Spaceborne DSM Refinement and Roof-Type Classification. - Ksenia Bittner; Marco Körner 001; Friedrich Fraundorfer; Peter Reinartz (Remote. Sens., 2019)

Building information extraction and refinement from VHR satellite imagery using deep learning techniques. - Ksenia Bittner (2019)

Machine-learned Regularization and Polygonization of Building Segmentation Masks. - Stefano Zorzi; Ksenia Bittner; Friedrich Fraundorfer (ICPR, 2020)

Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 1. - Daniele Cerra; Nina Merkle; Corentin Henry; Kevin Alonso 001; Pablo d'Angelo; Stefan Auer; Reza Bahmanyar; Xiangtian Yuan; Ksenia Bittner; Maximilian Langheinrich; Guichen Zhang; Miguel Pato; et al. (IGARSS, 2020)

Stepwise Refinement Of Low Resolution Labels For Earth Observation Data: Part 2. - Daniele Cerra; Nina Merkle; Corentin Henry; Kevin Alonso 001; Pablo d'Angelo; Stefan Auer; Reza Bahmanyar; Xiangtian Yuan; Ksenia Bittner; Maximilian Langheinrich; Guichen Zhang; Miguel Pato; et al. (IGARSS, 2020)

GAN-Generated Elevation Models in Computational Fluid Dynamics: A Feasibility Study for Complex Urban Terrain. - Maximilian Langheinrich; Ksenia Bittner; Peter Reinartz (IGARSS, 2020)

Map-Repair: Deep Cadastre Maps Alignment and Temporal Inconsistencies Fix in Satellite Images. - Stefano Zorzi; Ksenia Bittner; Friedrich Fraundorfer (IGARSS, 2020)

A Generalized Multi-Task Learning Approach to Stereo DSM Filtering in Urban Areas. - Lukas Liebel; Ksenia Bittner; Marco Körner 001 (CoRR, 2020)

Machine-Learned 3D Building Vectorization From Satellite Imagery. - Yi Wang 072; Stefano Zorzi; Ksenia Bittner (CVPR Workshops, 2021)

Vertex Aided Building Polygonization from Satellite Imagery Applying Deep Learning. - Yajin Xu; Philipp Schuegraf; Ksenia Bittner (JURSE, 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)

SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint. - Vasudha Venkatesan; Daniel Panangian; Mario Fuentes Reyes; Ksenia Bittner (CVPR Workshops, 2024)

Enhancing Building Shape Details Through Deep Learning in Single-Image SAR-Based DSM. - Ksenia Bittner; Michael Recla; Stefan Auer; Michael Schmitt 003 (IGARSS, 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 (IGARSS, 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)

Real-GDSR: Real-World Guided DSM Super-Resolution via Edge-Enhancing Residual Network. - Daniel Panangian; Ksenia Bittner (CoRR, 2024)

PolyRoof: Precision Roof Polygonization in Urban Residential Building with Graph Neural Networks. - Chaikal Amrullah; Daniel Panangian; Ksenia Bittner (JURSE, 2025)

Can Location Embeddings Enhance Super-Resolution of Satellite Imagery? - Daniel Panangian; Ksenia Bittner (WACV, 2025)

Dfilled: Repurposing Edge-Enhancing Diffusion for Guided DSM Void Filling. - Daniel Panangian; Ksenia Bittner (WACV (Workshops), 2025)

AIM2PC: Aerial Image to 3D Building Point Cloud Reconstruction. - Soulaimene Turki; Daniel Panangian; Houda Chaabouni-Chouayakh; Ksenia Bittner (CoRR, 2025)

HiRes-FusedMIM: A High-Resolution RGB-DSM Pre-trained Model for Building-Level Remote Sensing Applications. - Guneet Mutreja; Philipp Schuegraf; Ksenia Bittner (CoRR, 2025)

Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach. - Guneet Mutreja; Ksenia Bittner (CoRR, 2025)