FEATURE RELEVANCE ANALYSIS FOR 3D POINT CLOUD CLASSIFICATION USING DEEP LEARNING

Kumar, A.; Anders, K.; Winiwarter, L; Höfle, B.

doi:https://doi.org/10.5194/isprs-annals-IV-2-W5-373-2019

Exploring the Potential of Refractive NeRFs for Photogrammetric Bathymetry - First Application to UAV-based Data from the Pielach River

Anatol Günthner, Markus Brezovsky, Frederik Schulte, Lukas Winiwarter, Gottfried Mandlburger, and Boris Jutzi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W10-2025, 107–114, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-107-2025,https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-107-2025, 2025

Simulation and validation of underwater scenes for two-media optical 3D reconstruction

Frederik Schulte, Markus Brezovsky, Anatol Günthner, Boris Jutzi, Gottfried Mandlburger, and Lukas Winiwarter

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W10-2025, 271–278, https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-271-2025,https://doi.org/10.5194/isprs-archives-XLVIII-2-W10-2025-271-2025, 2025

High-detail and low-cost underwater inspection of large-scale hydropower dams

Michael Grömer, Erica Nocerino, Alessio Calantropio, Fabio Menna, Ansgar Dreier, Lukas Winiwarter, and Gottfried Mandlburger

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-2024, 115–120, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-115-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-115-2024, 2024

E-TRAINEE: OPEN E-LEARNING COURSE ON TIME SERIES ANALYSIS IN REMOTE SENSING

M. Potůčková, J. Albrechtová, K. Anders, L. Červená, J. Dvořák, K. Gryguc, B. Höfle, L. Hunt, Z. Lhotáková, A. Marcinkowska-Ochtyra, A. Mayr, E. Neuwirthová, A. Ochtyra, M. Rutzinger, A. Šedová, A. Šrollerů, and L. Kupková

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 989–996, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-989-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-989-2023, 2023

Full four-dimensional change analysis of topographic point cloud time series using Kalman filtering

Lukas Winiwarter, Katharina Anders, Daniel Czerwonka-Schröder, and Bernhard Höfle

Earth Surf. Dynam., 11, 593–613, https://doi.org/10.5194/esurf-11-593-2023,https://doi.org/10.5194/esurf-11-593-2023, 2023

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Multi-sensor monitoring and data integration reveal cyclical destabilization of the Äußeres Hochebenkar rock glacier

Lea Hartl, Thomas Zieher, Magnus Bremer, Martin Stocker-Waldhuber, Vivien Zahs, Bernhard Höfle, Christoph Klug, and Alessandro Cicoira

Earth Surf. Dynam., 11, 117–147, https://doi.org/10.5194/esurf-11-117-2023,https://doi.org/10.5194/esurf-11-117-2023, 2023

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CHARACTERIZATION OF MORPHOLOGICAL SURFACE ACTIVITIES DERIVED FROM NEAR-CONTINUOUS TERRESTRIAL LIDAR TIME SERIES

D. Hulskemper, K. Anders, J. A. Á. Antolínez, M. Kuschnerus, B. Höfle, and R. Lindenbergh

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W2-2022, 53–60, https://doi.org/10.5194/isprs-archives-XLVIII-2-W2-2022-53-2022,https://doi.org/10.5194/isprs-archives-XLVIII-2-W2-2022-53-2022, 2022

Individual tree point clouds and tree measurements from multi-platform laser scanning in German forests

Hannah Weiser, Jannika Schäfer, Lukas Winiwarter, Nina Krašovec, Fabian E. Fassnacht, and Bernhard Höfle

Earth Syst. Sci. Data, 14, 2989–3012, https://doi.org/10.5194/essd-14-2989-2022,https://doi.org/10.5194/essd-14-2989-2022, 2022

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INTEGRATION OF KALMAN FILTERING OF NEAR-CONTINUOUS SURFACE CHANGE TIME SERIES INTO THE EXTRACTION OF 4D OBJECTS-BY-CHANGE

K. Anders, L. Winiwarter, D. Schröder, and B. Höfle

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 973–980, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-973-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-973-2022, 2022

EVALUATION OF UAV-BORNE PHOTOGRAMMETRY AND LASER SCANNING FOR 3D TOPOGRAPHIC CHANGE ANALYSIS AT AN ACTIVE ROCK GLACIER

V. Zahs, L. Winiwarter, K. Anders, M. Bremer, M. Rutzinger, M. Potůčková, and B. Höfle

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 1109–1116, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1109-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1109-2022, 2022

VIRTUAL LASER SCANNING OF DYNAMIC SCENES CREATED FROM REAL 4D TOPOGRAPHIC POINT CLOUD DATA

L. Winiwarter, K. Anders, D. Schröder, and B. Höfle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 79–86, https://doi.org/10.5194/isprs-annals-V-2-2022-79-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-79-2022, 2022

INFLUENCE OF SPATIAL AND TEMPORAL RESOLUTION ON TIME SERIES-BASED COASTAL SURFACE CHANGE ANALYSIS USING HOURLY TERRESTRIAL LASER SCANS

K. Anders, L. Winiwarter, H. Mara, R. C. Lindenbergh, S. E. Vos, and B. Höfle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2021, 137–144, https://doi.org/10.5194/isprs-annals-V-2-2021-137-2021,https://doi.org/10.5194/isprs-annals-V-2-2021-137-2021, 2021

Measurement of rock glacier surface change over different timescales using terrestrial laser scanning point clouds

Veit Ulrich, Jack G. Williams, Vivien Zahs, Katharina Anders, Stefan Hecht, and Bernhard Höfle

Earth Surf. Dynam., 9, 19–28, https://doi.org/10.5194/esurf-9-19-2021,https://doi.org/10.5194/esurf-9-19-2021, 2021

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TRAINING IN INNOVATIVE TECHNOLOGIES FOR CLOSE-RANGE SENSING IN ALPINE TERRAIN – 3RD EDITION

M. Rutzinger, K. Anders, M. Bremer, B. Höfle, R. Lindenbergh, S. Oude Elberink, F. Pirotti, M. Scaioni, and T. Zieher

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 243–250, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-243-2020,https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-243-2020, 2020

INFLUENCE OF RANGING UNCERTAINTY OF TERRESTRIAL LASER SCANNING ON CHANGE DETECTION IN TOPOGRAPHIC 3D POINT CLOUDS

L. Winiwarter, K. Anders, D. Wujanz, and B. Höfle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 789–796, https://doi.org/10.5194/isprs-annals-V-2-2020-789-2020,https://doi.org/10.5194/isprs-annals-V-2-2020-789-2020, 2020

HIGH-FREQUENCY 3D GEOMORPHIC OBSERVATION USING HOURLY TERRESTRIAL LASER SCANNING DATA OF A SANDY BEACH

K. Anders, R. C. Lindenbergh, S. E. Vos, H. Mara, S. de Vries, and B. Höfle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 317–324, https://doi.org/10.5194/isprs-annals-IV-2-W5-317-2019,https://doi.org/10.5194/isprs-annals-IV-2-W5-317-2019, 2019

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

Julia Boike, Jan Nitzbon, Katharina Anders, Mikhail Grigoriev, Dmitry Bolshiyanov, Moritz Langer, Stephan Lange, Niko Bornemann, Anne Morgenstern, Peter Schreiber, Christian Wille, Sarah Chadburn, Isabelle Gouttevin, Eleanor Burke, and Lars Kutzbach

Earth Syst. Sci. Data, 11, 261–299, https://doi.org/10.5194/essd-11-261-2019,https://doi.org/10.5194/essd-11-261-2019, 2019

Short summary

INTERACTIVE CADASTRAL BOUNDARY DELINEATION FROM UAV DATA

S. Crommelinck, B. Höfle, M. N. Koeva, M. Y. Yang, and G. Vosselman

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 81–88, https://doi.org/10.5194/isprs-annals-IV-2-81-2018,https://doi.org/10.5194/isprs-annals-IV-2-81-2018, 2018

METHODS FROM INFORMATION EXTRACTION FROM LIDAR INTENSITY DATA AND MULTISPECTRAL LIDAR TECHNOLOGY

M. Scaioni, B. Höfle, A. P. Baungarten Kersting, L. Barazzetti, M. Previtali, and D. Wujanz

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 1503–1510, https://doi.org/10.5194/isprs-archives-XLII-3-1503-2018,https://doi.org/10.5194/isprs-archives-XLII-3-1503-2018, 2018

SIMULATING VARIOUS TERRESTRIAL AND UAV LIDAR SCANNING CONFIGURATIONS FOR UNDERSTORY FOREST STRUCTURE MODELLING

M. Hämmerle, N. Lukač, K.-C. Chen, Zs. Koma, C.-K. Wang, K. Anders, and B. Höfle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W4, 59–65, https://doi.org/10.5194/isprs-annals-IV-2-W4-59-2017,https://doi.org/10.5194/isprs-annals-IV-2-W4-59-2017, 2017

Terrestrial laser scanning for quantifying small-scale vertical movements of the ground surface in Artic permafrost regions

Sabrina Marx, Katharina Anders, Sofia Antonova, Inga Beck, Julia Boike, Philip Marsh, Moritz Langer, and Bernhard Höfle

Earth Surf. Dynam. Discuss., https://doi.org/10.5194/esurf-2017-49,https://doi.org/10.5194/esurf-2017-49, 2017

Revised manuscript has not been submitted

Short summary

Direct local building inundation depth determination in 3-D point clouds generated from user-generated flood images

Luisa Griesbaum, Sabrina Marx, and Bernhard Höfle

Nat. Hazards Earth Syst. Sci., 17, 1191–1201, https://doi.org/10.5194/nhess-17-1191-2017,https://doi.org/10.5194/nhess-17-1191-2017, 2017

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HELIOS: A MULTI-PURPOSE LIDAR SIMULATION FRAMEWORK FOR RESEARCH, PLANNING AND TRAINING OF LASER SCANNING OPERATIONS WITH AIRBORNE, GROUND-BASED MOBILE AND STATIONARY PLATFORMS

S. Bechtold and B. Höfle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., III-3, 161–168, https://doi.org/10.5194/isprs-annals-III-3-161-2016,https://doi.org/10.5194/isprs-annals-III-3-161-2016, 2016

FEATURE RELEVANCE ANALYSIS FOR 3D POINT CLOUD CLASSIFICATION USING DEEP LEARNING

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