UAV-BASED STRUCTURAL DAMAGE MAPPING – RESULTS FROM 6 YEARS OF
RESEARCH IN TWO EUROPEAN PROJECTS

Kerle, N.; Nex, F.; Duarte, D.; Vetrivel, A.

doi:https://doi.org/10.5194/isprs-archives-XLII-3-W8-187-2019

BENCHMARKING THE EXTRACTION OF 3D GEOMETRY FROM UAV IMAGES WITH DEEP LEARNING METHODS

F. Nex, N. Zhang, F. Remondino, E. M. Farella, R. Qin, and C. Zhang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W3-2023, 123–130, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-123-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-123-2023, 2023

UNSUPERVISED HARMONIOUS IMAGE COMPOSITION FOR DISASTER VICTIM DETECTION

N. Zhang, F. Nex, G. Vosselman, and N. Kerle

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 1189–1196, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1189-2022,https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1189-2022, 2022

EXPLORING THE POTENTIALS OF UAV PHOTOGRAMMETRIC POINT CLOUDS IN FAÇADE DETECTION AND 3D RECONSTRUCTION OF BUILDINGS

K. K. Mwangangi, P. O. Mc’Okeyo, S. J. Oude Elberink, and F. Nex

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 433–440, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-433-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-433-2022, 2022

MICRO AND MACRO QUADCOPTER DRONES FOR INDOOR MAPPING TO SUPPORT DISASTER MANAGEMENT

S. Karam, F. Nex, O. Karlsson, J. Rydell, E. Bilock, M. Tulldahl, M. Holmberg, and N. Kerle

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2022, 203–210, https://doi.org/10.5194/isprs-annals-V-1-2022-203-2022,https://doi.org/10.5194/isprs-annals-V-1-2022-203-2022, 2022

TOWARDS LEARNING LOW-LIGHT INDOOR SEMANTIC SEGMENTATION WITH ILLUMINATION-INVARIANT FEATURES

N. Zhang, F. Nex, N. Kerle, and G. Vosselman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 427–432, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-427-2021,https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-427-2021, 2021

Review article: Towards resilient vital infrastructure systems – challenges, opportunities, and future research agenda

Seyedabdolhossein Mehvar, Kathelijne Wijnberg, Bas Borsje, Norman Kerle, Jan Maarten Schraagen, Joanne Vinke-de Kruijf, Karst Geurs, Andreas Hartmann, Rick Hogeboom, and Suzanne Hulscher

Nat. Hazards Earth Syst. Sci., 21, 1383–1407, https://doi.org/10.5194/nhess-21-1383-2021,https://doi.org/10.5194/nhess-21-1383-2021, 2021

Short summary

PHOTOMATCH: AN OPEN-SOURCE MULTI-VIEW AND MULTI-MODAL FEATURE MATCHING TOOL FOR PHOTOGRAMMETRIC APPLICATIONS

D. González-Aguilera, E. Ruiz de Oña, L. López-Fernandez, E. M. Farella, E. K. Stathopoulou, I. Toschi, F. Remondino, P. Rodríguez-Gonzálvez, D. Hernández-López, A. Fusiello, and F. Nex

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 213–219, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-213-2020,https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-213-2020, 2020

AUTOMATED CO-REGISTRATION OF INTRA-EPOCH AND INTER-EPOCH SERIES OF MULTISPECTRAL UAV IMAGES FOR CROP MONITORING

P. O. Mc’Okeyo, F. Nex, C. Persello, and A. Vrieling

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-1-2020, 309–316, https://doi.org/10.5194/isprs-annals-V-1-2020-309-2020,https://doi.org/10.5194/isprs-annals-V-1-2020-309-2020, 2020

DEEP LEARNING FOR MONOCULAR DEPTH ESTIMATION FROM UAV IMAGES

L. Madhuanand, F. Nex, and M. Y. Yang

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 451–458, https://doi.org/10.5194/isprs-annals-V-2-2020-451-2020,https://doi.org/10.5194/isprs-annals-V-2-2020-451-2020, 2020

INFRASTRUCTURE DEGRADATION AND POST-DISASTER DAMAGE DETECTION USING ANOMALY DETECTING GENERATIVE ADVERSARIAL NETWORKS

S. M. Tilon, F. Nex, D. Duarte, N. Kerle, and G. Vosselman

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2020, 573–582, https://doi.org/10.5194/isprs-annals-V-2-2020-573-2020,https://doi.org/10.5194/isprs-annals-V-2-2020-573-2020, 2020

CORRECTION OF MOBILE MAPPING TRAJECTORIES IN GNSS-DENIED ENVIRONMENTS USING AERIAL NADIR AND AERIAL OBLIQUE IMAGES

P. Fanta-Jende, F. Nex, M. Gerke, J. Lijnen, and G. Vosselman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 1649–1654, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1649-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-1649-2019, 2019

SEMANTIC SEGMENTATION OF BUILDING IN AIRBORNE IMAGES

S. Huang, F. Nex, Y. Lin, and M. Y. Yang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 35–42, https://doi.org/10.5194/isprs-archives-XLII-2-W13-35-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-35-2019, 2019

PREFACE – ISPRS WORKSHOP ON UNMANNED AERIAL VEHICLES IN GEOMATICS (UAV-g 2019)

F. Nex

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 163–164, https://doi.org/10.5194/isprs-archives-XLII-2-W13-163-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-163-2019, 2019

TOWARDS POST-DISASTER DEBRIS IDENTIFICATION FOR PRECISE DAMAGE AND RECOVERY ASSESSMENTS FROM UAV AND SATELLITE IMAGES

S. Ghaffarian and N. Kerle

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 297–302, https://doi.org/10.5194/isprs-archives-XLII-2-W13-297-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-297-2019, 2019

EFFICIENT FLIGHT PLANNING FOR BUILDING FAÇADE 3D RECONSTRUCTION

H. K. Palanirajan, B. Alsadik, F. Nex, and S. Oude Elberink

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 495–502, https://doi.org/10.5194/isprs-archives-XLII-2-W13-495-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-495-2019, 2019

UAV-BASED CADASTRAL MAPPING: AN ASSESSMENT OF THE IMPACT OF FLIGHT PARAMETERS AND GROUND TRUTH MEASUREMENTS ON THE ABSOLUTE ACCURACY OF DERIVED ORTHOIMAGES

C. Stöcker, F. Nex, M. Koeva, and M. Gerke

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 613–617, https://doi.org/10.5194/isprs-archives-XLII-2-W13-613-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-613-2019, 2019

DAMAGE DETECTION ON BUILDING FAÇADES USING MULTI-TEMPORAL AERIAL OBLIQUE IMAGERY

D. Duarte, F. Nex, N. Kerle, and G. Vosselman

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 29–36, https://doi.org/10.5194/isprs-annals-IV-2-W5-29-2019,https://doi.org/10.5194/isprs-annals-IV-2-W5-29-2019, 2019

PREFACE – ISPRS WORKSHOP ON UNMANNED AERIAL VEHICLES IN GEOMATICS (UAV-g 2019)

F. Nex

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 85–86, https://doi.org/10.5194/isprs-annals-IV-2-W5-85-2019,https://doi.org/10.5194/isprs-annals-IV-2-W5-85-2019, 2019

Preface: The use of remotely piloted aircraft systems (RPAS) in monitoring applications and management of natural hazards

Daniele Giordan, Yuichi S. Hayakawa, Francesco Nex, and Paolo Tarolli

Nat. Hazards Earth Syst. Sci., 18, 3085–3087, https://doi.org/10.5194/nhess-18-3085-2018,https://doi.org/10.5194/nhess-18-3085-2018, 2018

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Usability of aerial video footage for 3-D scene reconstruction and structural damage assessment

Johnny Cusicanqui, Norman Kerle, and Francesco Nex

Nat. Hazards Earth Syst. Sci., 18, 1583–1598, https://doi.org/10.5194/nhess-18-1583-2018,https://doi.org/10.5194/nhess-18-1583-2018, 2018

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A GUIDED REGISTRATION STRATEGY EMPLOYING VIRTUAL PLANES TO OVERCOME NON-STANDARD GEOMETRIES – USING THE EXAMPLE OF MOBILE MAPPING AND AERIAL OBLIQUE IMAGERY

P. Jende, F. Nex, M. Gerke, and G. Vosselman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 471–477, https://doi.org/10.5194/isprs-archives-XLII-2-471-2018,https://doi.org/10.5194/isprs-archives-XLII-2-471-2018, 2018

MULTI-TEMPORAL CLASSIFICATION AND CHANGE DETECTION USING UAV IMAGES

S. Makuti, F. Nex, and M. Y. Yang

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 651–658, https://doi.org/10.5194/isprs-archives-XLII-2-651-2018,https://doi.org/10.5194/isprs-archives-XLII-2-651-2018, 2018

SATELLITE IMAGE CLASSIFICATION OF BUILDING DAMAGES USING AIRBORNE AND SATELLITE IMAGE SAMPLES IN A DEEP LEARNING APPROACH

D. Duarte, F. Nex, N. Kerle, and G. Vosselman

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 89–96, https://doi.org/10.5194/isprs-annals-IV-2-89-2018,https://doi.org/10.5194/isprs-annals-IV-2-89-2018, 2018

SEMANTIC BUILDING FAÇADE SEGMENTATION FROM AIRBORNE OBLIQUE IMAGES

Y. Lin, F. Nex, and M. Y. Yang

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 209–216, https://doi.org/10.5194/isprs-annals-IV-2-209-2018,https://doi.org/10.5194/isprs-annals-IV-2-209-2018, 2018

Review article: the use of remotely piloted aircraft systems (RPASs) for natural hazards monitoring and management

Daniele Giordan, Yuichi Hayakawa, Francesco Nex, Fabio Remondino, and Paolo Tarolli

Nat. Hazards Earth Syst. Sci., 18, 1079–1096, https://doi.org/10.5194/nhess-18-1079-2018,https://doi.org/10.5194/nhess-18-1079-2018, 2018

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QUALITY ASSESSMENT OF COMBINED IMU/GNSS DATA FOR DIRECT GEOREFERENCING IN THE CONTEXT OF UAV-BASED MAPPING

C. Stöcker, F. Nex, M. Koeva, and M. Gerke

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W6, 355–361, https://doi.org/10.5194/isprs-archives-XLII-2-W6-355-2017,https://doi.org/10.5194/isprs-archives-XLII-2-W6-355-2017, 2017

TOWARDS A MORE EFFICIENT DETECTION OF EARTHQUAKE INDUCED FAÇADE DAMAGES USING OBLIQUE UAV IMAGERY

D. Duarte, F. Nex, N. Kerle, and G. Vosselman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W6, 93–100, https://doi.org/10.5194/isprs-archives-XLII-2-W6-93-2017,https://doi.org/10.5194/isprs-archives-XLII-2-W6-93-2017, 2017

FULLY AUTOMATIC FEATURE-BASED REGISTRATION OF MOBILE MAPPING AND AERIAL NADIR IMAGES FOR ENABLING THE ADJUSTMENT OF MOBILE PLATFORM LOCATIONS IN GNSS-DENIED URBAN ENVIRONMENTS

P. Jende, F. Nex, M. Gerke, and G. Vosselman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-1-W1, 317–323, https://doi.org/10.5194/isprs-archives-XLII-1-W1-317-2017,https://doi.org/10.5194/isprs-archives-XLII-1-W1-317-2017, 2017

CO-REGISTRATION OF TERRESTRIAL AND UAV-BASED IMAGES – EXPERIMENTAL RESULTS

M. Gerke, F. Nex, and P. Jende

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XL-3-W4, 11–18, https://doi.org/10.5194/isprs-archives-XL-3-W4-11-2016,https://doi.org/10.5194/isprs-archives-XL-3-W4-11-2016, 2016

Mobile augmented reality in support of building damage and safety assessment

W. Kim, N. Kerle, and M. Gerke

Nat. Hazards Earth Syst. Sci., 16, 287–298, https://doi.org/10.5194/nhess-16-287-2016,https://doi.org/10.5194/nhess-16-287-2016, 2016

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UAV-based urban structural damage assessment using object-based image analysis and semantic reasoning

J. Fernandez Galarreta, N. Kerle, and M. Gerke

Nat. Hazards Earth Syst. Sci., 15, 1087–1101, https://doi.org/10.5194/nhess-15-1087-2015,https://doi.org/10.5194/nhess-15-1087-2015, 2015

Analysis of changes in post-seismic landslide distribution and its effect on building reconstruction

W. T. Yang, M. Wang, N. Kerle, C. J. Van Westen, L. Y. Liu, and P. J. Shi

Nat. Hazards Earth Syst. Sci., 15, 817–825, https://doi.org/10.5194/nhess-15-817-2015,https://doi.org/10.5194/nhess-15-817-2015, 2015

Collaborative damage mapping for emergency response: the role of Cognitive Systems Engineering

N. Kerle and R. R. Hoffman

Nat. Hazards Earth Syst. Sci., 13, 97–113, https://doi.org/10.5194/nhess-13-97-2013,https://doi.org/10.5194/nhess-13-97-2013, 2013

UAV-BASED STRUCTURAL DAMAGE MAPPING – RESULTS FROM 6 YEARS OF RESEARCH IN TWO EUROPEAN PROJECTS

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