Multi-modal Land Cover Classification of Historical Aerial Images and Topographic Maps Exploiting Attention-based Feature Fusion

Dorozynski, Mareike; Rottensteiner, Franz; Thiemann, Frank; Sester, Monika; Dahms, Thorsten; Hovenbitzer, Michael

doi:10.5194/isprs-annals-X-G-2025-221-2025

Semantic Segmentation of Textured Non-manifold 3D Meshes using Transformers

Mohammadreza Heidarianbaei, Max Mehltretter, and Franz Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 463–471, https://doi.org/10.5194/isprs-annals-XI-2-2026-463-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-463-2026, 2026

Geometry-aided Video Panoptic Segmentation

Tuan Nguyen, Max Mehltretter, and Franz Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., XI-2-2026, 321–330, https://doi.org/10.5194/isprs-annals-XI-2-2026-321-2026,https://doi.org/10.5194/isprs-annals-XI-2-2026-321-2026, 2026

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

“Colorful Smoke” Visual Metaphor for Temporal Occupancy in Urban Digital Twins

Olga Shkedova, Jeson Lonappan, and Monika Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W19-2025, 127–134, https://doi.org/10.5194/isprs-archives-XLVIII-4-W19-2025-127-2026,https://doi.org/10.5194/isprs-archives-XLVIII-4-W19-2025-127-2026, 2026

A Deep Learning Framework for Forecasting Built-Up Area and Population to Support Land Use Efficiency Projections under SDG 11.3.1

Jojene R. Santillan, Mareike Dorozynski, and Christian Heipke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-5-W4-2025, 385–392, https://doi.org/10.5194/isprs-annals-X-5-W4-2025-385-2026,https://doi.org/10.5194/isprs-annals-X-5-W4-2025-385-2026, 2026

A Multi-Scenario Dataset for Long-Term Indoor Localization and Pedestrian Behavior Analysis in Dynamic Environments

Faezeh Sadat Mortazavi, Junyi Wei, Tim Schimansky, Hangbin Wu, Claus Brenner, and Monika Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W6-2025, 155–162, https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-155-2025,https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-155-2025, 2025

Visualization concepts for representing spatiotemporal vagueness in colonial collection research using the example of historical ship journeys

Stefan Fuest, Andreas Gollenstede, and Monika Sester

Abstr. Int. Cartogr. Assoc., 10, 80, https://doi.org/10.5194/ica-abs-10-80-2025,https://doi.org/10.5194/ica-abs-10-80-2025, 2025

Uncertainty Quantification and Monte Carlo Simulations to Enhance SDG 11.3.1 Monitoring

Jojene R. Santillan, Mareike Dorozynski, and Christian Heipke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 753–762, https://doi.org/10.5194/isprs-annals-X-G-2025-753-2025,https://doi.org/10.5194/isprs-annals-X-G-2025-753-2025, 2025

Classification of Satellite Image Time Series and Aerial Images Based on Multiscale Fusion and Multilevel Supervision

Hubert Kanyamahanga, Mareike Dorozynski, and Franz Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 477–486, https://doi.org/10.5194/isprs-annals-X-G-2025-477-2025,https://doi.org/10.5194/isprs-annals-X-G-2025-477-2025, 2025

NoMeFormer: Non-Manifold Mesh Transformer

Mohammadreza Heidarianbaei, Mareike Dorozynski, Max Mehltretter, and Franz Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-G-2025, 365–373, https://doi.org/10.5194/isprs-annals-X-G-2025-365-2025,https://doi.org/10.5194/isprs-annals-X-G-2025-365-2025, 2025

Leveraging LLMs and attention-mechanism for automatic annotation of historical maps

Yunshuang Yuan and Monika Sester

AGILE GIScience Ser., 6, 52, https://doi.org/10.5194/agile-giss-6-52-2025,https://doi.org/10.5194/agile-giss-6-52-2025, 2025

Estimating the Ride-Sharing Potential for Universities in Hanover: An Integer Programming Approach

Oskar Wage, Udo Feuerhake, and Monika Sester

AGILE GIScience Ser., 6, 49, https://doi.org/10.5194/agile-giss-6-49-2025,https://doi.org/10.5194/agile-giss-6-49-2025, 2025

Preface

Auriol Degbelo, Serena Coetzee, Carsten Keßler, Monika Sester, and Sabine Timpf

AGILE GIScience Ser., 6, 1, https://doi.org/10.5194/agile-giss-6-1-2025,https://doi.org/10.5194/agile-giss-6-1-2025, 2025

Introducing a Nationwide High-Resolution Pluvial Flood Map: A New Tool for Risk Assessment and Emergency Management in Germany

Lukas Wimmer and Michael Hovenbitzer

Abstr. Int. Cartogr. Assoc., 9, 43, https://doi.org/10.5194/ica-abs-9-43-2025,https://doi.org/10.5194/ica-abs-9-43-2025, 2025

Introduction to a Voxel-based Urban Digital Twin for Emergency Response Information Systems (ERISs)

Olga Shkedova, Felix N. Bäßmann, Udo Feuerhake, and Monika Sester

Abstr. Int. Cartogr. Assoc., 9, 32, https://doi.org/10.5194/ica-abs-9-32-2025,https://doi.org/10.5194/ica-abs-9-32-2025, 2025

Integrated Multi-Stereo Camera System for Robust Indoor Localization with Temporal Fusion

Faezeh Mortazavi, Alexander Kuzminykh, Volker Ahlers, Claus Brenner, and Monika Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W7-2024, 81–87, https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-81-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-81-2024, 2024

Temporal ViT-U-Net Tandem Model: Enhancing Multi-Sensor Land Cover Classification Through Transformer-Based Utilization of Satellite Image Time Series

Mohammadreza Heidarianbaei, Hubert Kanyamahanga, and Mareike Dorozynski

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-3-2024, 169–177, https://doi.org/10.5194/isprs-annals-X-3-2024-169-2024,https://doi.org/10.5194/isprs-annals-X-3-2024-169-2024, 2024

Multi-modal Land Cover Classification of Historical Aerial Images and Topographic Maps: A Comparative Study

Mareike Dorozynski, Franz Rottensteiner, Frank Thiemann, Monika Sester, Thorsten Dahms, and Michael Hovenbitzer

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 107–115, https://doi.org/10.5194/isprs-annals-X-4-2024-107-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-107-2024, 2024

Visualization of Space Occupancy Uncertainty in a 3D Voxel-based Urban Model

Olga Shkedova and Monika Sester

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-2024, 311–317, https://doi.org/10.5194/isprs-annals-X-4-2024-311-2024,https://doi.org/10.5194/isprs-annals-X-4-2024-311-2024, 2024

Depth-Aware Panoptic Segmentation

Tuan Nguyen, Max Mehltretter, and Franz Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-2-2024, 153–161, https://doi.org/10.5194/isprs-annals-X-2-2024-153-2024,https://doi.org/10.5194/isprs-annals-X-2-2024-153-2024, 2024

Exploring User Semantic Annotation from Trajectories in the Scenario of Shared Locations

Jens Golze, Monika Sester, Udo Feuerhake, and Claus Brenner

AGILE GIScience Ser., 5, 25, https://doi.org/10.5194/agile-giss-5-25-2024,https://doi.org/10.5194/agile-giss-5-25-2024, 2024

TRANSFORMER MODELS FOR MULTI-TEMPORAL LAND COVER CLASSIFICATION USING REMOTE SENSING IMAGES

M. Voelsen, S. Lauble, F. Rottensteiner, and C. Heipke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 981–990, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-981-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-981-2023, 2023

USING TIME SERIES IMAGE DATA TO IMPROVE THE GENERALIZATION CAPABILITIES OF A CNN – THE EXAMPLE OF DEFORESTATION DETECTION WITH SENTINEL-2

M. X. Ortega, D. Wittich, F. Rottensteiner, C. Heipke, and R. Q. Feitosa

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 961–970, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-961-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-961-2023, 2023

VEHICLE POSE AND SHAPE ESTIMATION IN UAV IMAGERY USING A CNN

S. El Amrani Abouelassad, M. Mehltretter, and F. Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 935–944, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-935-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-935-2023, 2023

ADDRESSING CLASS IMBALANCE FOR TRAINING A MULTI-TASK CLASSIFIER IN THE CONTEXT OF SILK HERITAGE

M. Dorozynski

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 175–184, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-175-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-175-2023, 2023

PolygonTranslator - learning to simplify building footprints from one scale to another

Yu Feng, Ning Qian, Cheng Fu, Zhiyong Zhou, and Monika Sester

Abstr. Int. Cartogr. Assoc., 6, 60, https://doi.org/10.5194/ica-abs-6-60-2023,https://doi.org/10.5194/ica-abs-6-60-2023, 2023

VOXEL-BASED POINT CLOUD LOCALIZATION FOR SMART SPACES MANAGEMENT

F. S. Mortazavi, O. Shkedova, U. Feuerhake, C. Brenner, and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 325–332, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-325-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-325-2023, 2023

Traffic Regulation Recognition using Crowd-Sensed GPS and Map Data: a Hybrid Approach

Stefania Zourlidou, Jens Golze, and Monika Sester

AGILE GIScience Ser., 3, 22, https://doi.org/10.5194/agile-giss-3-22-2022,https://doi.org/10.5194/agile-giss-3-22-2022, 2022

RISK ANALYSIS OF CYCLING ACCIDENTS USING A TRAFFIC DEMAND MODEL

O. Wage, L. Bienzeisler, and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 427–434, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-427-2022,https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-427-2022, 2022

TRAFFIC CONTROL RECOGNITION WITH AN ATTENTION MECHANISM USING SPEED-PROFILE AND SATELLITE IMAGERY DATA

H. Cheng, H. Lei, S. Zourlidou, and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 287–293, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-287-2022,https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-287-2022, 2022

SPATIAL ANALYSIS OF EXTERNAL INFLUENCES ON TRAFFIC ACCIDENTS USING OPEN DATA

J. Golze, U. Feuerhake, and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 125–132, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-125-2022,https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-125-2022, 2022

ADDRESSING CLASS IMBALANCE IN MULTI-CLASS IMAGE CLASSIFICATION BY MEANS OF AUXILIARY FEATURE SPACE RESTRICTIONS

M. Dorozynski and F. Rottensteiner

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 777–785, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-777-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-777-2022, 2022

BUILDING CHANGE DETECTION IN AIRBORNE LASER SCANNING AND DENSE IMAGE MATCHING POINT CLOUDS USING A RESIDUAL NEURAL NETWORK

F. Politz and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 625–632, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-625-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-625-2022, 2022

DEEP LEARNING-BASED TRACKING OF MULTIPLE OBJECTS IN THE CONTEXT OF FARM ANIMAL ETHOLOGY

R. Ali, M. Dorozynski, J. Stracke, and M. Mehltretter

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 509–516, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-509-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-509-2022, 2022

UNCERTAINTY REPRESENTATION AND QUANTIFICATION OF 3D BUILDING MODELS

Q. Zou and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 335–341, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-335-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-335-2022, 2022

IMPROVING 3D PEDESTRIAN DETECTION FOR WEARABLE SENSOR DATA WITH 2D HUMAN POSE

V. Kamalasanan, Y. Feng, and M. Sester

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-4-2022, 219–226, https://doi.org/10.5194/isprs-annals-V-4-2022-219-2022,https://doi.org/10.5194/isprs-annals-V-4-2022-219-2022, 2022

INVESTIGATING 2D AND 3D CONVOLUTIONS FOR MULTITEMPORAL LAND COVER CLASSIFICATION USING REMOTE SENSING IMAGES

M. Voelsen, M. Teimouri, F. Rottensteiner, and C. Heipke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 271–279, https://doi.org/10.5194/isprs-annals-V-3-2022-271-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-271-2022, 2022

DEEP LEARNING FOR THE DETECTION OF EARLY SIGNS FOR FOREST DAMAGE BASED ON SATELLITE IMAGERY

D. Wittich, F. Rottensteiner, M. Voelsen, C. Heipke, and S. Müller

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 307–315, https://doi.org/10.5194/isprs-annals-V-2-2022-307-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-307-2022, 2022

COOPERATIVE IMAGE ORIENTATION CONSIDERING DYNAMIC OBJECTS

P. Trusheim, M. Mehltretter, F. Rottensteiner, and C. Heipke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 169–177, https://doi.org/10.5194/isprs-annals-V-1-2022-169-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-169-2022, 2022

LEVERAGING DYNAMIC OBJECTS FOR RELATIVE LOCALIZATION CORRECTION IN A CONNECTED AUTONOMOUS VEHICLE NETWORK

Y. Yuan and M. Sester

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 101–109, https://doi.org/10.5194/isprs-annals-V-1-2022-101-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-101-2022, 2022

VEHICLE INSTANCE SEGMENTATION WITH ROTATED BOUNDING BOXES IN UAV IMAGES USING CNN

S. El Amrani Abouelassad and F. Rottensteiner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 15–23, https://doi.org/10.5194/isprs-annals-V-1-2022-15-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-15-2022, 2022

Nudging travelers to favorable routes: The impact of visual communication and emotional responses on decision making

Stefan Fuest, Monika Sester, and Amy L. Griffin

Abstr. Int. Cartogr. Assoc., 3, 84, https://doi.org/10.5194/ica-abs-3-84-2021,https://doi.org/10.5194/ica-abs-3-84-2021, 2021

Multi-modal Land Cover Classification of Historical Aerial Images and Topographic Maps Exploiting Attention-based Feature Fusion

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