2025
- Permanent terrestrial laser scanning for near-continuous environmental observations: Systems, methods, challenges and applications. ISPRS Open Journal of Photogrammetry and Remote Sensing 17, 2025, 100094 more… BibTeX Full text ( DOI )
- Temporal aggregation of point clouds improves permanent laser scanning of landslides in forested areas. Science of Remote Sensing 12, 2025, 100254 more… BibTeX Full text ( DOI )
- Automated change detection in photogrammetric 4D point clouds – transferability and extension of 4D objects-by-change for monitoring riverbank dynamics using low-cost cameras. Applied Geomatics, 2025 more… BibTeX Full text ( DOI )
- Unsupervised Deep Clustering on Spatiotemporal Objects Extracted from 4D Point Clouds for Automatic Identification of Topographic Processes in Natural Environments. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-G-2025, 2025, 929-936 more… BibTeX Full text ( DOI )
- Investigation of Riverbank Peat Erosion in a small Alpine catchment by Multi-Temporal Point Cloud Change Analysis and Time Series Clustering. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences X-G-2025, 2025, 937-944 more… BibTeX Full text ( DOI )
- Assessing the Potential of Neural Radiance Fields and Gaussian Splatting for Change Detection and Change Quantification. 6th Joint International Symposium on Deformation Monitoring (JISDM 2025), Karlsruhe, 07.-09.04.2025, Karlsruher Institut für Technologie (KIT), 2025 more… BibTeX Full text ( DOI )
- TUM2TWIN: Introducing the Large-Scale Multimodal Urban Digital Twin Benchmark Dataset. arXiv, 2025 more… BibTeX Full text ( DOI )
2024
- Sensing Mountains: Innsbruck Summer School of Alpine Research 2024 – Close Range Sensing Techniques in Alpine Terrain. Innsbruck University Press, 2024 more… BibTeX Full text ( DOI )
- Applying photogrammetry to time-lapse imagery for geomorphological change detection. EGU General Assembly 2024, 2024 more… BibTeX
- Efficient In-Memory Point Cloud Query Processing. Recent Advances in 3D Geoinformation Science - Proceedings of the 18th 3D GeoInfo Conference (Lecture Notes in Geoinformation and Cartography), Springer Science and Business Media Deutschland GmbH, 2024Publisher Copyright: © The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.; International 3D GeoInfo Conference, 3DGeoInfo 2023 ; Conference date: 12-09-2023 Through 14-09-2023 more… BibTeX Full text ( DOI )
- Integrating multi-user digitising actions for mapping gully outlines using a combined approach of Kalman filtering and machine learning. ISPRS Open Journal of Photogrammetry and Remote Sensing 12, 2024 more… BibTeX Full text ( DOI )
- Automatic Classification of Surface Activity Types from Geographic 4D Monitoring Combining Virtual Laser Scanning, Change Analysis and Machine Learning. EGU General Assembly 2024, 2024 more… BibTeX Full text ( DOI )
2023
- Spatiotemporal tracking of surface processes through their change histories in dense 3D time series by implementing a time-extension on the 4D objects-by-change method. EGU General Assembly 2023, 2023 more… BibTeX Full text ( DOI )
- Time Series Analysis of 3D/4D Point Clouds within the Open- Source Online Course E-TRAINEE. Proceedings of 5th Virtual Geoscience Conference (VGC), 2023 more… BibTeX
- Tracing Snow Cover Dynamics Using 4D Level-Sets on Near-Continuous Terrestrial Laser Scanning Time Series. 10th EARSeL Workshop on Land Ice and Snow, 2023 more… BibTeX Full text ( DOI )
- LOKI - Luftgestützte Observation Kritischer Infrastrukturen: Schlussbericht: Berichtszeitraum 01.01.2020-31.03.2023. Heidelberg, 2023, more… BibTeX Full text ( DOI )
- Rethink Geographical Generalizability with Unsupervised Self-Attention Model Ensemble: A Case Study of OpenStreetMap Missing Building Detection in Africa. Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, ACM, 2023 more… BibTeX Full text ( DOI )
- E-TRAINEE: OPEN E-LEARNING COURSE ON TIME SERIES ANALYSIS IN REMOTE SENSING. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-1/W2-2023, 2023, 989-996 more… BibTeX Full text ( DOI )
- Sensing Mountains -Learning about the Observation of Environmental Processes in a Changing World. 5th Virtual Geoscience Conference – Unveiling the dynamic Earth with digital methods, Dresden, Germany. Book of Abstracts, Technische Universität Dresden (TU Dresden) / Helmholtz-Institut Freiberg für Ressourcentechnologie , 2023, 101-102 more… BibTeX
- Quantifying slope movements: Tree trunk tracking using long- range stationary 4D laser scanning point clouds. 5th Virtual Geoscience Conference (VGC), 2023 more… BibTeX
- Towards GeoAI as a Containerized Microservice. Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, ACM, 2023 more… BibTeX Full text ( DOI )
- UAV laser scanning and terrestrial laser scanning point clouds of snow-on and snow-off conditions of a forest plot in the black forest at Hundseck, Baden-Württemberg, Germany [data]. , heiDATA, 2023 more… BibTeX Full text ( DOI )
- Full four-dimensional change analysis of topographic point cloud time series using Kalman filtering. Earth Surface Dynamics 11, 2023, 593–613 more… BibTeX Full text ( DOI )
- Classification of structural building damage grades from multi-temporal photogrammetric point clouds using a machine learning model trained on virtual laser scanning data. International Journal of Applied Earth Observation and Geoinformation 122, 2023, 103406 more… BibTeX Full text ( DOI )
2022
- 4D-Änderungsobjekte zur automatischen Extraktion räumlich und zeitlich variabler Oberflächenveränd̈erungen aus kontinuierlichen 3D-Zeitserien natürlicher Szenen. 41. Wissenschaftlich-Technische Jahrestagung der DGPF, 2022 more… BibTeX Full text ( DOI )
- Integration of Kalman Filtering of Near-Continuous Surface Change Time Series into the Extraction of 4D Objects-by-Change. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B2-2022, 2022, 973--980 more… BibTeX Full text ( DOI )
- Hourly Terrestrial Laser Scanning Point Clouds of Snow Cover in the Area of the Schneeferner, Zugspitze, Germany. 2022 more… BibTeX Full text ( DOI )
- ER3DS - Emissionsreduktion in Smart Cities mit räumlicher 3D-Erfassung und Analyse. Heidelberg University, 2022, more… BibTeX Full text ( DOI )
- Strategies of Managing Urban Tree Vegetation: A Study of Cities in Taiwan. Heidelberg University, 2022, more… BibTeX Full text ( DOI )
- Improving Change Analysis From Near-Continuous 3D Time Series by Considering Full Temporal Information. IEEE Geoscience and Remote Sensing Letters 19, 2022, 1--5 more… BibTeX Full text ( DOI )
- Automatic Extraction and Characterization of Natural Surface Changes from Near-Continuous 3D Time Series using 4D Objects-By-Change and Kalman Filtering. EGU General Assembly 2022, 2022 more… BibTeX Full text ( DOI )
- Capturing complex star dune dynamics—repeated highly accurate surveys combining multitemporal 3D topographic measurements and local wind data. Earth Surface Processes and Landforms 47 (11), 2022, 2726--2739 more… BibTeX Full text ( DOI )
- Characterization of Morphological Surface Activities derived from Near-Continuous Terrestrial LiDAR Time Series. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLVIII-2/W2-2022, 2022, 53--60 more… BibTeX Full text ( DOI )
- Sensing Mountains: Innsbruck Summer School of Alpine Research 2022 – Close Range Sensing Techniques in Alpine Terrain. Innsbruck University Press, 2022 more… BibTeX Full text ( DOI )
- A high-resolution 4D terrestrial laser scan dataset of the Kijkduin beach-dune system, The Netherlands. Scientific Data 9 (1), 2022, 191 more… BibTeX Full text ( DOI )
- Terrestrial, UAV-borne, and airborne laser scanning point clouds of central European forest plots, Germany, with extracted individual trees and manual forest inventory measurements. PANGAEA, 2022, more… BibTeX Full text ( DOI )
- UAV-Photogrammetry, UAV laser scanning and terrestrial laser scanning point clouds of the inland dune in Sandhausen, Baden-Württemberg, Germany. PANGAEA, 2022, more… BibTeX Full text ( DOI )
- Full 4D Change Analysis of Topographic Point Cloud Time Series using Kalman Filtering. Earth Surface Dynamics Discussions 2022, 2022, 1--25 more… BibTeX Full text ( DOI )
- Virtual Laser Scanning of Dynamic Scenes Created From Real 4D Topographic Point Cloud Data. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2-2022, 2022, 79--86 more… BibTeX Full text ( DOI )
- Virtual laser scanning with HELIOS++: A novel take on ray tracing-based simulation of topographic 3D laser scanning. Remote Sensing of Environment 269, 2022, 112772 more… BibTeX Full text ( DOI )
- Virtual Laser Scanning using HELIOS++ - Applications in Machine Learning and Forestry. EGU General Assembly 2022, 2022 more… BibTeX Full text ( DOI )
- Evaluation of UAV-borne Photogrammetry and Laser Scanning for 3D Topographic Change Analysis at an Active Rock Glacier. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B2-2022, 2022, 1109--1116 more… BibTeX Full text ( DOI )
- Evaluation of UAV-borne photogrammetry and UAV-borne laser scanning for 3D topographic change analysis of an active rock glacier. EGU General Assembly 2022, 2022 more… BibTeX Full text ( DOI )
- Correspondence-driven plane-based M3C2 for lower uncertainty in 3D topographic change quantification. ISPRS Journal of Photogrammetry and Remote Sensing 183, 2022, 541--559 more… BibTeX Full text ( DOI )
2021
- Influence of Spatial and Temporal Resolution on Time Series-Based Coastal Surface Change Analysis Using Hourly Terrestrial Laser Scans. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences V-2-2021, 2021, 137--144 more… BibTeX Full text ( DOI )
- Improving change analysis from near-continuous 3D time series by considering full temporal information [Data and Source Code]. , heiDATA, 2021 more… BibTeX Full text ( DOI )
- Fully automatic spatiotemporal segmentation of 3D LiDAR time series for the extraction of natural surface changes. ISPRS Journal of Photogrammetry and Remote Sensing 173, 2021, 297--308 more… BibTeX Full text ( DOI )
- E-learning on Time Series Analysis in Remote Sensing and Geoinformatics for Understanding Human-Environment Interactions - a concept. 15. Jahrestag AK Hochschullehre Geographie, 2021 more… BibTeX
- Measurement of rock glacier surface change over different timescales using terrestrial laser scanning point clouds. Earth Surface Dynamics 9 (1), 2021, 19--28 more… BibTeX Full text ( DOI )
- A six month high resolution 4D geospatial stationiary laser scan dataset of the Kijkduin beach dune system, The Netherlands. , PANGAEA, 2021 more… BibTeX Full text ( DOI )
- Virtual laser scanning (VLS) in forestry – Investigating appropriate 3D forest representations for LiDAR simulations with HELIOS++. EGU General Assembly 2021, 2021 more… BibTeX
- Opaque voxel-based tree models for virtual laser scanning in forestry applications. Remote Sensing of Environment 265, 2021, 112641 more… BibTeX Full text ( DOI )
- Opaque Voxel-based Tree Models for Virtual Laser Scanning in Forestry Applications [Research Data and Source Code]. , heiDATA, 2021 more… BibTeX Full text ( DOI )
- Multi-directional change detection between point clouds. ISPRS Journal of Photogrammetry and Remote Sensing 172, 2021, 95--113 more… BibTeX Full text ( DOI )
- M3C2-EP: Pushing the limits of 3D topographic point cloud change detection by error propagation. ISPRS Journal of Photogrammetry and Remote Sensing 178, 2021, 240--258 more… BibTeX Full text ( DOI )
- 3D point cloud-based assessment of detailed building damage through a combination of machine learning, crowdsourcing and earthquake engineering. EGU General Assembly 2021, 2021 more… BibTeX
- Correspondence-driven plane-based M3C2 for quantification of 3D topographic change with lower uncertainty [Data and Source Code]. , heiDATA, 2021 more… BibTeX Full text ( DOI )
2020
- Multitemporal Terrestrial Laser Scanning Point Clouds for Thaw Subsidence Observation at Arctic Permafrost Monitoring Sites. Earth Surface Processes and Landforms 45 (7), 2020, 1589--1600 more… BibTeX Full text ( DOI )
- 4D objects-by-change: Spatiotemporal segmentation of geomorphic surface change from LiDAR time series. ISPRS Journal of Photogrammetry and Remote Sensing 159, 2020, 352--363 more… BibTeX Full text ( DOI )
- Einfluss der zeitlichen Auflösung auf die raumzeitliche Segmentierung geomorphologischer \n̈derungsprozesse in 3D-Punktwolken. 40. Wissenschaftlich-Technische Jahrestagung der DGPF, 2020 more… BibTeX
- 3D Micro-Mapping of Subsidence Stations [Source Code and Data]. , heiDATA, 2020 more… BibTeX Full text ( DOI )
- Training in Innovative Technologies for Close-Range Sensing in Alpine Terrain - 3rd Edition. International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B5-2020, 2020, 243--250 more… BibTeX Full text ( DOI )
- Disaggregating surface change mechanisms of a rock glacier using terrestrial laser scanning point clouds acquired at different time scales. Earth Surface Dynamics Discussions 2020, 2020, 1--15 more… BibTeX Full text ( DOI )
- Influence of Ranging Uncertainty of Terrestrial Laser Scanning on Change Detection in Topographic 3D Point Clouds. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences V-2-2020, 2020, 789--796 more… BibTeX Full text ( DOI )
- Herausforderungen in der Fehlerfortpflanzung von Laserscandaten für multitemporale Analysen zur verbesserten Quantifizierung des Level of Detection. 40. Wissenschaftlich-Technische Jahrestagung der DGPF, 2020 more… BibTeX
2019
- High-frequency 3D Geomorphic Observation using Hourly Terrestrial Laser Scanning Data of a Sandy Beach. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W5, 2019, 317--324 more… BibTeX Full text ( DOI )
- PermaSAR : Entwicklung einer Methode zur Detektion von Subsidenz in Permafrostgebieten mit D-InSAR : Schlussbericht. Heidelberg, 2019, more… BibTeX Full text ( DOI )
- Digital Elevation Model from raw CoSSC TanDEM-X data (2015) in the area of Trail Valley Creek, Northwest Territories, Canada. PANGAEA, 2019, more… BibTeX Full text ( DOI )
- Estimating tree height from TanDEM-X data at the northwestern Canadian treeline. Remote Sensing of Environment 231, 2019, 111251 more… BibTeX Full text ( DOI )
- A 16-year record (2002-2017) of permafrost, active-layer, and meteorological conditions at the Samoylov Island Arctic permafrost research site, Lena River delta, northern Siberia: an opportunity to validate remote-sensing data and land surface, snow, and permafrost models. Earth System Science Data 11 (1), 2019, 261--299 more… BibTeX Full text ( DOI )
- Kontinuierliches Schneedecken-Monitoring mittels Zeitserien von 3D-Punktwolken aus automatischem terrestrischem Laserscanning. In: UFS Wissenschaftliche Resultate 2017/2018. Umweltforschungsstation Schneefernerhaus GmbH, 2019, 66--69 more… BibTeX
- Multisource and Multitemporal Data Fusion in Remote Sensing: A Comprehensive Review of the State of the Art. IEEE Geoscience and Remote Sensing Magazine 7 (1), 2019, 6--39 more… BibTeX Full text ( DOI )
- Multi-method investigation of star dunes in Morocoo (Erg Chebbi): topography, stratigraphy and implications for OSL-sampling. Geophysical Research Abstracts, 2019 more… BibTeX
- 3D Micro-Mapping: Crowdsourcing to Support Image and 3D Point Cloud Analysis. Proceedings of the 57th Photogrammetric Week, 2019 more… BibTeX
- Auto3Dscapes - Autonomous 3D Earth Observation of Dynamic Landscapes. In: Heidelberger Geographische Gesellschaft (HGG) Journal. , 2019, 54--56 more… BibTeX
- PermaSAR - Entwicklung einer Methode zur Detektion von Subsidence in Permafrostgebieten mit D-InSAR. In: Heidelberger Geographische Gesellschaft (HGG) Journal. , 2019, 57--60 more… BibTeX
- Feature Relevance Analysis for 3D Point Cloud Classification using Deep Learning. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W5, 2019, 373--380 more… BibTeX Full text ( DOI )
- Multi-temporal 3D point cloud-based quantification and analysis of geomorphological activity at an alpine rock glacier using airborne and terrestrial LiDAR. Permafrost and Periglacial Processes 30 (3), 2019, 222--238 more… BibTeX Full text ( DOI )
2018
- Multisensor ground-based measurements of the permafrost thaw subsidence in the Trail Valley Creek, NWT, Canada, 2015-2016. , PANGAEA, 2018Supplement to: Marx, Sabrina; Anders, Katharina; Antonova, Sofia; Beck, Inga; Boike, Julia; Marsh, Philip; Langer, Moritz; Höfle, Bernhard (accepted): Terrestrial laser scanning for quantifying small-scale vertical movements of the ground surface in Artic permafrost regions. Earth Surface Dynamics Discussion, 1-31, https://doi.org/10.5194/esurf-2017-49 more… BibTeX Full text ( DOI )
- Airborne Laser Scanning (ALS) Point Clouds of Trail Valley Creek, NWT, Canada (2016). , PANGAEA, 2018 more… BibTeX Full text ( DOI )
- Validation of fracture data recognition in rock masses by automated plane detection in 3D point clouds. International Journal of Rock Mechanics and Mining Sciences 109, 2018, 19--31 more… BibTeX Full text ( DOI )
2017
- Simulating Various Terrestrial and UAV LiDAR Scanning Configurations for Understory Forest Structure Modelling. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences IV-2/W4, 2017, 59--65 more… BibTeX Full text ( DOI )
- Terrestrial Laser Scanning for Quantifying Small-Scale Vertical Movements of the Ground Surface in Artic Permafrost Regions. Earth Surface Dynamics Discussions 2017, 2017, 1--31 more… BibTeX Full text ( DOI )
2016
- 3D Geological Outcrop Characterization: Automatic Detection of 3D Planes (Azimuth and Dip) Using LiDAR Point Clouds. ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences III-5, 2016, 105--112 more… BibTeX Full text ( DOI )