FEATURE-EXTRACTION FROM ALL-SCALE NEIGHBORHOODS WITH APPLICATIONS TO SEMANTIC SEGMENTATION OF POINT CLOUDS

Leichter, A.; Werner, M.; Sester, M.

doi:https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-263-2020

Articles | Volume XLIII-B2-2020

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Articles | Volume XLIII-B2-2020

https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-263-2020

Articles | Volume XLIII-B2-2020

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12 Aug 2020

| 12 Aug 2020

FEATURE-EXTRACTION FROM ALL-SCALE NEIGHBORHOODS WITH APPLICATIONS TO SEMANTIC SEGMENTATION OF POINT CLOUDS

A. Leichter, M. Werner, and M. Sester

A. Leichter

Institute of Cartography and Geoinformatics, Leibniz University Hannover, Germany

M. Werner

Professorship for Big Geospatial Data Management, Technical University of Munich, Germany

M. Sester

Institute of Cartography and Geoinformatics, Leibniz University Hannover, Germany

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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 335–342, https://doi.org/10.5194/isprs-archives-XLII-4-335-2018,https://doi.org/10.5194/isprs-archives-XLII-4-335-2018, 2018

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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

Random Data Distribution for Efficient Parallel Point Cloud Processing

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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

SPATIO-TEMPORAL ANALYSIS OF URBAN ECONOMIC RESILIENCE DURING COVID-19 WITH MULTILAYER COMPLEX NETWORKS

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Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 361–368, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-361-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-361-2023, 2023

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

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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

INTEGRATING AI HARDWARE IN ACADEMIC TEACHING: EXPERIENCES AND SCOPE FROM BRANDENBURG AND BAVARIA

Z. Xiong, D. Stober, M. Krstić, O. Korup, M. I. Arango, H. Li, and M. Werner

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-5-W1-2023, 75–81, https://doi.org/10.5194/isprs-annals-X-5-W1-2023-75-2023,https://doi.org/10.5194/isprs-annals-X-5-W1-2023-75-2023, 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

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

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

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

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

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

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

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DETERMINATION OF PARKING SPACE AND ITS CONCURRENT USAGE OVER TIME USING SEMANTICALLY SEGMENTED MOBILE MAPPING DATA

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C. Koetsier, T. Peters, and M. Sester

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B. Kazimi, F. Thiemann, and M. Sester

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A framework for automatically visualizing and recommending efficient routes

Stefan Fuest and Monika Sester

Proc. Int. Cartogr. Assoc., 2, 34, https://doi.org/10.5194/ica-proc-2-34-2019,https://doi.org/10.5194/ica-proc-2-34-2019, 2019

JOINT CLASSIFICATION OF ALS AND DIM POINT CLOUDS

F. Politz and M. Sester

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TRAJECTORY EXTRACTION FOR ANALYSIS OF UNSAFE DRIVING BEHAVIOUR

C. Koetsier, S. Busch, and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 1573–1578, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1573-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-1573-2019, 2019

EXPLORING ALS AND DIM DATA FOR SEMANTIC SEGMENTATION USING CNNS

F. Politz and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1, 347–354, https://doi.org/10.5194/isprs-archives-XLII-1-347-2018,https://doi.org/10.5194/isprs-archives-XLII-1-347-2018, 2018

IDENTIFICATION OF SIMILARITIES AND PREDICTION OF UNKNOWN FEATURES IN AN URBAN STREET NETWORK

U. Feuerhake, O. Wage, M. Sester, N. Tempelmeier, W. Nejdl, and E. Demidova

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 185–192, https://doi.org/10.5194/isprs-archives-XLII-4-185-2018,https://doi.org/10.5194/isprs-archives-XLII-4-185-2018, 2018

IMPROVED CLASSIFICATION OF SATELLITE IMAGERY USING SPATIAL FEATURE MAPS EXTRACTED FROM SOCIAL MEDIA

A. Leichter, D. Wittich, F. Rottensteiner, M. Werner, and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 335–342, https://doi.org/10.5194/isprs-archives-XLII-4-335-2018,https://doi.org/10.5194/isprs-archives-XLII-4-335-2018, 2018

BUILDING GENERALIZATION USING DEEP LEARNING

M. Sester, Y. Feng, and F. Thiemann

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 565–572, https://doi.org/10.5194/isprs-archives-XLII-4-565-2018,https://doi.org/10.5194/isprs-archives-XLII-4-565-2018, 2018

ENHANCING THE RESOLUTION OF URBAN DIGITAL TERRAIN MODELS USING MOBILE MAPPING SYSTEMS

Y. Feng, C. Brenner, and M. Sester

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W6, 11–18, https://doi.org/10.5194/isprs-annals-IV-4-W6-11-2018,https://doi.org/10.5194/isprs-annals-IV-4-W6-11-2018, 2018

Mapping similarities in temporal parking occupancy behavior based on city-wide parking meter data

Fabian Bock, Karen Xia, and Monika Sester

Proc. Int. Cartogr. Assoc., 1, 12, https://doi.org/10.5194/ica-proc-1-12-2018,https://doi.org/10.5194/ica-proc-1-12-2018, 2018

Volunteered Geographic Information: Interpretation, Visualisation and Social Computing (VGIscience)

Dirk Burghardt, Wolfgang Nejdl, Jochen Schiewe, and Monika Sester

Proc. Int. Cartogr. Assoc., 1, 15, https://doi.org/10.5194/ica-proc-1-15-2018,https://doi.org/10.5194/ica-proc-1-15-2018, 2018

Areal rainfall estimation using moving cars – computer experiments including hydrological modeling

Ehsan Rabiei, Uwe Haberlandt, Monika Sester, Daniel Fitzner, and Markus Wallner

Hydrol. Earth Syst. Sci., 20, 3907–3922, https://doi.org/10.5194/hess-20-3907-2016,https://doi.org/10.5194/hess-20-3907-2016, 2016

Short summary

The value of using moving cars for rainfall measurement purposes (RCs) was investigated with laboratory experiments by Rabiei et al. (2013). They analyzed the Hydreon and Xanonex optical sensors against different rainfall intensities. A continuous investigation of using RCs with the derived uncertainties from laboratory experiments for areal rainfall estimation as well as implementing the data in a hydrological model are addressed in this study.

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INTERSECTION DETECTION BASED ON QUALITATIVE SPATIAL REASONING ON STOPPING POINT CLUSTERS

S. Zourlidou and M. Sester

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 269–276, https://doi.org/10.5194/isprs-archives-XLI-B2-269-2016,https://doi.org/10.5194/isprs-archives-XLI-B2-269-2016, 2016

Rainfall estimation using moving cars as rain gauges – laboratory experiments

E. Rabiei, U. Haberlandt, M. Sester, and D. Fitzner

Hydrol. Earth Syst. Sci., 17, 4701–4712, https://doi.org/10.5194/hess-17-4701-2013,https://doi.org/10.5194/hess-17-4701-2013, 2013

FEATURE-EXTRACTION FROM ALL-SCALE NEIGHBORHOODS WITH APPLICATIONS TO SEMANTIC SEGMENTATION OF POINT CLOUDS

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