DSM2DTM: AN END-TO-END DEEP LEARNING APPROACH FOR DIGITAL TERRAIN MODEL GENERATION

Bittner, K.; Zorzi, S.; Krauß, T.; d’Angelo, P.

doi:10.5194/isprs-annals-X-1-W1-2023-925-2023

GT-LOD3: LOD3 Semantic 3D Building Reconstruction Benchmark Dataset

Han Sae Kim, Olaf Wysocki, Ludwig Hoegner, Ksenia Bittner, Joshua Carpenter, Friedrich Fraundorfer, Arpan Kusari, Max Mehltretter, Franz Rottensteiner, Anna Schadl, Martin Weinmann, and Jinha Jung

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 293–302, https://doi.org/10.5194/isprs-annals-XI-2-2026-293-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-293-2026, 2026

RoofVIP Benchmark Dataset: 2D Roof Planar Polygons and Very High-Resolution Digital Orthophotos Pairs for Building Roof Reconstruction

Chaikal Amrullah, Daniel Panangian, Guneet Mutreja, Youssef Abdelhedi, and Ksenia Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 207–216, https://doi.org/10.5194/isprs-annals-XI-2-2026-207-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-207-2026, 2026

LoD2-Former: Multi-Modal Transformer-Based 3D Building Wireframe Reconstruction

Youssef Abdelhedi, Daniel Panangian, Chaikal Amrullah, Houda Chaabouni-Chouayakh, and Ksenia Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 187–195, https://doi.org/10.5194/isprs-annals-XI-2-2026-187-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-187-2026, 2026

Evaluation of Recent AI-based Point Matching Algorithms Applied on Aerial Images

Pablo d'Angelo, Franz Kurz, Alaa Eddine Ben Zekri, and Reza Bahmanyar

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 1–8, https://doi.org/10.5194/isprs-annals-XI-2-2026-1-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-1-2026, 2026

AIM2PC: Aerial Image to 3D Building Point Cloud Reconstruction

Soulaimene Turki, Daniel Panangian, Houda Chaabouni-Chouayakh, and Ksenia Bittner

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-G-2025, 1477–1484, https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1477-2025,https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-1477-2025, 2025

Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach

Guneet Mutreja and Ksenia Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 591–597, https://doi.org/10.5194/isprs-annals-X-G-2025-591-2025,https://doi.org/10.5194/isprs-annals-X-G-2025-591-2025, 2025

Airborne Remote Sensing for Environmental and Disaster Management Applications

Veronika Gstaiger, Claas Köhler, Philipp Hochstaffl, Martin Bachmann, Raquel de los Reyes, Stefanie Holzwarth, Jiaojiao Tian, Peter Gege, Oliver Paxa, Thomas Krauss, Nina Merkle, and Franz Kurz

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 315–322, https://doi.org/10.5194/isprs-annals-X-G-2025-315-2025,https://doi.org/10.5194/isprs-annals-X-G-2025-315-2025, 2025

Building Segmentation and Modelling from Space-Borne and Aerial Imagery

Thomas Krauß, Ksenia Bittner, Pablo d’Angelo, Philipp Schuegraf, Peter Reinartz, and Rupert Müller

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-6-2025, 177–182, https://doi.org/10.5194/isprs-archives-XLVIII-M-6-2025-177-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-6-2025-177-2025, 2025

Training for Emergencies - How Germany is Preparing for Large-Scale Emergencies Using the EUROMED 2024 Civil Protection Exercise as an Example

Veronika Gstaiger, Nils Machinia, Nina Merkle, Dominik Rosenbaum, Ronald Nippold, Manuel Muehlhaus, Pablo d’Angelo, Corentin Henry, Xiangtian Yuan, Reza Bahmanyar, Franz Kurz, and Christa-Maria Krieg

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 163–168, https://doi.org/10.5194/isprs-annals-X-3-2024-163-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-163-2024, 2024

Rectilinear Building Footprint Regularization Using Deep Learning

Philipp Schuegraf, Zhixin Li, Jiaojiao Tian, Jie Shan, and Ksenia Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 217–222, https://doi.org/10.5194/isprs-annals-X-2-2024-217-2024,https://doi.org/10.5194/isprs-annals-X-2-2024-217-2024, 2024

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

Daniel Panangian and Ksenia Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 185–192, https://doi.org/10.5194/isprs-annals-X-2-2024-185-2024,https://doi.org/10.5194/isprs-annals-X-2-2024-185-2024, 2024

Unit-level LoD2 Building Reconstruction from Satellite-derived Digital Surface Model and Orthophoto

Shengxi Gui, Philipp Schuegraf, Ksenia Bittner, and Rongjun Qin

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 81–88, https://doi.org/10.5194/isprs-annals-X-2-2024-81-2024,https://doi.org/10.5194/isprs-annals-X-2-2024-81-2024, 2024

Velocity variations and hydrological drainage at Baltoro Glacier, Pakistan

Anna Wendleder, Jasmin Bramboeck, Jamie Izzard, Thilo Erbertseder, Pablo d'Angelo, Andreas Schmitt, Duncan J. Quincey, Christoph Mayer, and Matthias H. Braun

The Cryosphere, 18, 1085–1103, https://doi.org/10.5194/tc-18-1085-2024,https://doi.org/10.5194/tc-18-1085-2024, 2024

Short summary

AN EVALUATION OF STEREO AND MULTIVIEW ALGORITHMS FOR 3D RECONSTRUCTION WITH SYNTHETIC DATA

M. Fuentes Reyes, P. d’Angelo, and F. Fraundorfer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1021–1028, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1021-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1021-2023, 2023

EVALUATING CONVNET AND TRANSFORMER BASED SELF-SUPERVISED ALGORITHMS FOR BUILDING ROOF FORM CLASSIFICATION

G. Mutreja and K. Bittner

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 315–321, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-315-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-315-2023, 2023

DERIVATION OF BUILDING STRUCTURES FROM NOISY DIGITAL SURFACE MODELS

T. Krauß

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 15–20, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-15-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-15-2023, 2023

ROOF3D: A REAL AND SYNTHETIC DATA COLLECTION FOR INDIVIDUAL BUILDING ROOF PLANE AND BUILDING SECTIONS DETECTION

P. Schuegraf, M. Fuentes Reyes, Y. Xu, and K. Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 971–979, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-971-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-971-2023, 2023

GEOMETRIC EVALUATION OF GAOFEN-7 STEREO DATA

P. d’Angelo and J. Tian

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 805–811, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-805-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-805-2023, 2023

THE IMPORTANCE OF EARTH OBSERVATION FOR MONITORING CULTURAL HERITAGE SITES AFFECTED BY FIRE EVENTS: THE CASE STUDY OF ARAKAPAS, CYPRUS USING SENTINEL 2 DATA

M. Prodromou, D. Cerra, K. Themistocleous, G. Schreier, T. Krauss, and D. Hadjimitsis

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 263–269, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-263-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-263-2023, 2023

AUTOMATIC POLE DETECTION IN AERIAL AND SATELLITE IMAGERY FOR PRECISE IMAGE REGISTRATION WITH SAR GROUND CONTROL POINTS

T. Krauß, F. Kurz, and H. Runge

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 85–91, https://doi.org/10.5194/isprs-annals-V-1-2022-85-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-85-2022, 2022

BUILDING SECTION INSTANCE SEGMENTATION WITH COMBINED CLASSICAL AND DEEP LEARNING METHODS

P. Schuegraf, J. Schnell, C. Henry, and K. Bittner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 407–414, https://doi.org/10.5194/isprs-annals-V-2-2022-407-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-407-2022, 2022

GENERATION OF REFERENCE VEHICLE TRAJECTORIES IN REAL-WORLD SITUATIONS USING AERIAL IMAGERY FROM A HELICOPTER

F. Kurz, P. Mendes, V. Gstaiger, R. Bahmanyar, P. d’Angelo, S. M. Azimi, S. Auer, N. Merkle, C. Henry, D. Rosenbaum, J. Hellekes, H. Runge, F. Toran, and P. Reinartz

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 221–226, https://doi.org/10.5194/isprs-annals-V-1-2022-221-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-221-2022, 2022

APPLICATION ORIENTED QUALITY EVALUATION OF GAOFEN-7 OPTICAL STEREO SATELLITE IMAGERY

J. Tian, X. Zhuo, X. Yuan, C. Henry, P. d’Angelo, and T. Krauss

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 145–152, https://doi.org/10.5194/isprs-annals-V-1-2022-145-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-145-2022, 2022

DSM2DTM: AN END-TO-END DEEP LEARNING APPROACH FOR DIGITAL TERRAIN MODEL GENERATION

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