Articles | Volume 7
https://doi.org/10.5194/ica-proc-7-26-2025
https://doi.org/10.5194/ica-proc-7-26-2025
17 Nov 2025
 | 17 Nov 2025

CNN-Based Geometric Feature Embedding Using Coordinates for Cartographic Generalization Tasks on Building Footprints

Matthias Wamhoff, Julien Baerenzung, Lilli Kaufhold, and Martin Kada

Related authors

Benchmarking Vectorized Building Footprint Extraction from Very High Resolution Aerial Imagery
Mehmet Büyükdemircioğlu, Salim Malek, Elisa Mariarosaria Farella, Sultan Kocaman, Martin Kada, and Fabio Remondino
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W6-2025, 47–54, https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-47-2025,https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-47-2025, 2025
Robust Joint Instance-Semantic Segmentation for Semantic Enrichment of 3D Roof Reconstruction from Noisy Labels
Valentina Schmidt and Martin Kada
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W15-2025, 141–148, https://doi.org/10.5194/isprs-archives-XLVIII-4-W15-2025-141-2025,https://doi.org/10.5194/isprs-archives-XLVIII-4-W15-2025-141-2025, 2025
Generating Watertight 3D Building Models from Airborne LiDAR Point Clouds using Detection Transformer (DETR)
Lilli Kaufhold and Martin Kada
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 773–780, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-773-2025,https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-773-2025, 2025
MLP Feature Extraction from Coordinates for Building Footprint Simplification using Graph Convolutional Networks
Martin Kada, Julien Baerenzung, and Lilli Kaufhold
Abstr. Int. Cartogr. Assoc., 8, 11, https://doi.org/10.5194/ica-abs-8-11-2024,https://doi.org/10.5194/ica-abs-8-11-2024, 2024
3D RECONSTRUCTION OF SIMPLE BUILDINGS FROM POINT CLOUDS USING NEURAL NETWORKS WITH CONTINUOUS CONVOLUTIONS (CONVPOINT)
M. Kada
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W4-2022, 61–66, https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-61-2022,https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-61-2022, 2022
Download
Share