A 3D INDOOR-OUTDOOR BENCHMARK DATASET FOR LoD3 BUILDING POINT CLOUD SEMANTIC SEGMENTATION

Cao, Y.; Scaioni, M.

doi:https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-31-2023

A 3D BUILDING INDOOR-OUTDOOR BENCHMARK FOR SEMANTIC SEGMENTATION

Y. Cao and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 147–153, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-147-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-147-2023, 2023

EUROPEAN GROUND MOTION SERVICE FOR BRIDGE MONITORING: TEMPORAL AND THERMAL DEFORMATION CROSS-CHECK USING COSMO-SKYMED INSAR

R. Eskandari and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1235–1241, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1235-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1235-2023, 2023

INTEGRATION OF HBIM/GIS TO PRESERVE INFRASTRUCTURE HERITAGE ALONG THE CHINESE EASTERN RAILWAY

J. Xu, M. Garramone, Y. Wang, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1645–1652, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1645-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1645-2023, 2023

BASILICA DI SAN GIACOMO IN COMO (ITALY): DRAWINGS AND HBIM TO MANAGE ARCHEOLOGICAL, CONSERVATIVE AND STRUCTURAL ACTIVITIES

M. Garramone, D. Jovanovic, D. Oreni, L. Barazzetti, M. Previtali, F. Roncoroni, A. Mandelli, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 653–660, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-653-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-653-2023, 2023

VALIDATION OF FULL-RESOLUTION DINSAR-DERIVED VERTICAL DISPLACEMENT IN CULTURAL HERITAGE MONITORING: INTEGRATION WITH GEODETIC LEVELLING MEASUREMENTS

R. Eskandari and M. Scaioni

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-1-2023, 79–86, https://doi.org/10.5194/isprs-annals-X-M-1-2023-79-2023,https://doi.org/10.5194/isprs-annals-X-M-1-2023-79-2023, 2023

A BIM/GIS DIGITALIZATION PROCESS TO EXPLORE THE POTENTIAL OF DISUSED RAILWAYS IN ITALY

M. Garramone and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-5-W2-2023, 37–42, https://doi.org/10.5194/isprs-archives-XLVIII-5-W2-2023-37-2023,https://doi.org/10.5194/isprs-archives-XLVIII-5-W2-2023-37-2023, 2023

A BRIEF FEASIBILITY ANALYSIS OF HBIM/GIS INTEGRATION IN THE INFRASTRUCTURE HERITAGE CONSERVATION: THE CASE OF THE CHINESE EASTERN RAILWAY(CER) MAIN LINE

J. Xu and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-5-W2-2023, 117–124, https://doi.org/10.5194/isprs-archives-XLVIII-5-W2-2023-117-2023,https://doi.org/10.5194/isprs-archives-XLVIII-5-W2-2023-117-2023, 2023

360° IMAGE ORIENTATION AND RECONSTRUCTION WITH CAMERA POSITIONS CONSTRAINED BY GNSS MEASUREMENTS

M. Previtali, L. Barazzetti, F. Roncoroni, Y. Cao, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 411–416, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-411-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-411-2023, 2023

TECHNIQUES FOR COMPARING MULTI-TEMPORAL ARCHIVE AERIAL IMAGERY FOR GLACIER MONITORING WITH POOR GROUND CONTROL

M. Scaioni, A. Malekian, and D. Fugazza

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 293–300, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-293-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-293-2023, 2023

PHOTOGRAMMETRIC RECONSTRUCTION AND MULTI-TEMPORAL COMPARISON OF BRENVA GLACIER (ITALY) FROM ARCHIVE PHOTOS

A. Malekian, D. Fugazza, and M. Scaioni

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W1-2022, 459–466, https://doi.org/10.5194/isprs-annals-X-4-W1-2022-459-2023,https://doi.org/10.5194/isprs-annals-X-4-W1-2022-459-2023, 2023

RETROSPECTIVE STUDY OF VERTICAL GROUND DEFORMATION IN COMO, NORTHERN ITALY: INTEGRATION OF LEVELLING AND PSI MEASUREMENTS

R. Eskandari and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W2-2022, 31–38, https://doi.org/10.5194/isprs-archives-XLVIII-4-W2-2022-31-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W2-2022-31-2023, 2023

IFCALIGNMENT FOR RASTER-TO-VECTOR GIS RAILWAY CENTRELINE: A CASE STUDY IN THE SOUTH OF ITALY

M. Garramone and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2022, 39–45, https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-39-2022,https://doi.org/10.5194/isprs-archives-XLIII-B4-2022-39-2022, 2022

A PRE-TRAINING METHOD FOR 3D BUILDING POINT CLOUD SEMANTIC SEGMENTATION

Y. Cao and M. Scaioni

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 219–226, https://doi.org/10.5194/isprs-annals-V-2-2022-219-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-219-2022, 2022

A MULTI-SCALE BIM/GIS FRAMEWORK FOR RAILWAYS ASSET MANAGEMENT

M. Garramone, E. Tonelli, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-5-W1-2022, 95–102, https://doi.org/10.5194/isprs-archives-XLVI-5-W1-2022-95-2022,https://doi.org/10.5194/isprs-archives-XLVI-5-W1-2022-95-2022, 2022

The Project to Complete the Regional Topographic Geodatabase in Lombardy, Italy

Piera Belotti, Fabio Conzi, Chiara Dell’Orto, Maurizio Federici, Luigi Fregonese, Gabriele Garnero, Emilio Guastamacchia, Franco Guzzetti, Livio Pinto, and Marco Scaioni

Proc. Int. Cartogr. Assoc., 4, 12, https://doi.org/10.5194/ica-proc-4-12-2021,https://doi.org/10.5194/ica-proc-4-12-2021, 2021

LABEL-EFFICIENT DEEP LEARNING-BASED SEMANTIC SEGMENTATION OF BUILDING POINT CLOUDS AT LOD3 LEVEL

Y. Cao and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 449–456, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-449-2021,https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-449-2021, 2021

MULTISPECTRAL AND MOBILE MAPPING ISPRS WG III/5 DATA SET: FIRST ANALYSIS OF THE DATASET IMPACT

M. Previtali, M. Garramone, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 229–235, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-229-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-229-2021, 2021

TEACHING GEOMATICS FOR GEOHAZARD MITIGATION AND MANAGEMENT IN THE COVID-19 TIME

M. Scaioni, L. Longoni, L. Zanzi, V. Ivanov, and M. Papini

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIV-3-W1-2020, 131–138, https://doi.org/10.5194/isprs-archives-XLIV-3-W1-2020-131-2020,https://doi.org/10.5194/isprs-archives-XLIV-3-W1-2020-131-2020, 2020

BIM AND GIS INTEGRATION FOR INFRASTRUCTURE ASSET MANAGEMENT: A BIBLIOMETRIC ANALYSIS

M. Garramone, N. Moretti, M. Scaioni, C. Ellul, F. Re Cecconi, and M. C. Dejaco

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VI-4-W1-2020, 77–84, https://doi.org/10.5194/isprs-annals-VI-4-W1-2020-77-2020,https://doi.org/10.5194/isprs-annals-VI-4-W1-2020-77-2020, 2020

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

AUTOMATED ROAD INFORMATION EXTRACTION FROM HIGH RESOLUTION AERIAL LIDAR DATA FOR SMART ROAD APPLICATIONS

M. Previtali, L. Barazzetti, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 533–539, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-533-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-533-2020, 2020

UNDERSTANDING 3D POINT CLOUD DEEP NEURAL NETWORKS BY VISUALIZATION TECHNIQUES

Y. Cao, M. Previtali, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 651–657, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-651-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-651-2020, 2020

RIVER MORPHOLOGY MONITORING OF A SMALL-SCALE ALPINE RIVERBED USING DRONE PHOTOGRAMMETRY AND LIDAR

D. Backes, M. Smigaj, M. Schimka, V. Zahs, A. Grznárová, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 1017–1024, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1017-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1017-2020, 2020

GLACIER VOLUME CHANGE MONITORING FROM UAV OBSERVATIONS: ISSUES AND POTENTIALS OF STATE-OF-THE-ART TECHNIQUES

M. Di Rita, D. Fugazza, V. Belloni, G. Diolaiuti, M. Scaioni, and M. Crespi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 1041–1048, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1041-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1041-2020, 2020

TOWARDS DESCRIBING FULL-SECTION DEFORMATIONS USING TERRESTRIAL LASER SCANNING IN THE BADALING TUNNEL (CHINA)

J. Wang, H. B. Zheng, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W10, 235–243, https://doi.org/10.5194/isprs-archives-XLII-3-W10-235-2020,https://doi.org/10.5194/isprs-archives-XLII-3-W10-235-2020, 2020

PHOTOGRAMMETRIC SOLUTIONS FOR 3D MODELING OF CULTURAL HERITAGE SITES IN REMOTE AREAS

A. Mostafavi, M. Scaioni, and V. Yordanov

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W18, 765–772, https://doi.org/10.5194/isprs-archives-XLII-4-W18-765-2019,https://doi.org/10.5194/isprs-archives-XLII-4-W18-765-2019, 2019

MONITORING ALPINE GLACIERS FROM CLOSE-RANGE TO SATELLITE SENSORS

V. Yordanov, D. Fugazza, R. S. Azzoni, M. Cernuschi, M. Scaioni, and G. A. Diolaiuti

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 1803–1810, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1803-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-1803-2019, 2019

DISTANCE-TRAINING FOR IMAGE-BASED 3D MODELLING OF ARCHEOLOGICAL SITES IN REMOTE REGIONS

V. Yordanov, A. Mostafavi, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 1165–1172, https://doi.org/10.5194/isprs-archives-XLII-2-W11-1165-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W11-1165-2019, 2019

PREFACE: GEOMATICS AND RESTORATION. CULTURAL HERITAGE: CHALLENGES, NEW PERSPECTIVES AND TECHNOLOGY INNOVATION. TOWARD INFORMATIVE CONTENT MODELS AND BEYOND

R. Brumana, V. Pracchi, F. Rinaudo, A. Grimoldi, M. Scaioni, L. Cantini, and M. Previtali

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 1–2, https://doi.org/10.5194/isprs-archives-XLII-2-W11-1-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W11-1-2019, 2019

SCAN PLANNING OPTIMIZATION FOR OUTDOOR ARCHAEOLOGICAL SITES

L. Díaz-Vilariño, E. Frías, M. Previtali, M. Scaioni, and J. Balado

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W11, 489–494, https://doi.org/10.5194/isprs-archives-XLII-2-W11-489-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W11-489-2019, 2019

A COMPARATIVE STUDY AMONG THREE REGISTRATION ALGORITHMS: PERFORMANCE, QUALITY ASSURANCE AND ACCURACY

D. Wujanz, L. Barazzetti, M. Previtali, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W9, 779–786, https://doi.org/10.5194/isprs-archives-XLII-2-W9-779-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W9-779-2019, 2019

TOWARDS AUTOMATIC RECONSTRUCTION OF INDOOR SCENES FROM INCOMPLETE POINT CLOUDS: DOOR AND WINDOW DETECTION AND REGULARIZATION

M. Previtali, L. Díaz-Vilariño, and M. Scaioni

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 507–514, https://doi.org/10.5194/isprs-archives-XLII-4-507-2018,https://doi.org/10.5194/isprs-archives-XLII-4-507-2018, 2018

TECHNICAL ASPECTS RELATED TO THE APPLICATION OF SFM PHOTOGRAMMETRY IN HIGH MOUNTAIN

M. Scaioni, J. Crippa, M. Corti, L. Barazzetti, D. Fugazza, R. Azzoni, M. Cernuschi, and G. A. Diolaiuti

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 1029–1036, https://doi.org/10.5194/isprs-archives-XLII-2-1029-2018,https://doi.org/10.5194/isprs-archives-XLII-2-1029-2018, 2018

ON THE INFLUENCE OF GLOBAL WARMING ON ATLANTIC HURRICANE FREQUENCY

S. R. Hosseini, M. Scaioni, and M. Marani

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 527–532, https://doi.org/10.5194/isprs-archives-XLII-3-527-2018,https://doi.org/10.5194/isprs-archives-XLII-3-527-2018, 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

Combination of UAV and terrestrial photogrammetry to assess rapid glacier evolution and map glacier hazards

Davide Fugazza, Marco Scaioni, Manuel Corti, Carlo D'Agata, Roberto Sergio Azzoni, Massimo Cernuschi, Claudio Smiraglia, and Guglielmina Adele Diolaiuti

Nat. Hazards Earth Syst. Sci., 18, 1055–1071, https://doi.org/10.5194/nhess-18-1055-2018,https://doi.org/10.5194/nhess-18-1055-2018, 2018

Short summary

INTEGRATION OF TERRESTRIAL AND UAV PHOTOGRAMMETRY FOR THE ASSESSMENT OF COLLAPSE RISK IN ALPINE GLACIERS

M. Scaioni, L. Barazzetti, M. Corti, J. Crippa, R. S. Azzoni, D. Fugazza, M. Cernuschi, and G. A. Diolaiuti

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 445–452, https://doi.org/10.5194/isprs-archives-XLII-3-W4-445-2018,https://doi.org/10.5194/isprs-archives-XLII-3-W4-445-2018, 2018

SOME TOOLS TO SUPPORT TEACHING PHOTOGRAMMETRY FOR SLOPE STABILITY ASSESSMENT AND MONITORING

M. Scaioni, J. Crippa, V. Yordanov, L. Longoni, V. I. Ivanov, and M. Papini

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 453–460, https://doi.org/10.5194/isprs-archives-XLII-3-W4-453-2018,https://doi.org/10.5194/isprs-archives-XLII-3-W4-453-2018, 2018

EXTRACTION OF DEMS AND ORTHOIMAGES FROM ARCHIVE AERIAL IMAGERY TO SUPPORT PROJECT PLANNING IN CIVIL ENGINEERING

M. Cogliati, E. Tonelli, D. Battaglia, and M. Scaioni

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-5-W1, 9–16, https://doi.org/10.5194/isprs-annals-IV-5-W1-9-2017,https://doi.org/10.5194/isprs-annals-IV-5-W1-9-2017, 2017

PEDESTRIAN PATHFINDING IN URBAN ENVIRONMENTS: PRELIMINARY RESULTS

G. López-Pazos, J. Balado, L. Díaz-Vilariño, P. Arias, and M. Scaioni

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-5-W1, 35–41, https://doi.org/10.5194/isprs-annals-IV-5-W1-35-2017,https://doi.org/10.5194/isprs-annals-IV-5-W1-35-2017, 2017

IMAGE-BASED RECONSTRUCTION AND ANALYSIS OF DYNAMIC SCENES IN A LANDSLIDE SIMULATION FACILITY

M. Scaioni, J. Crippa, L. Longoni, M. Papini, and L. Zanzi

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-5-W1, 63–70, https://doi.org/10.5194/isprs-annals-IV-5-W1-63-2017,https://doi.org/10.5194/isprs-annals-IV-5-W1-63-2017, 2017

LOCAL AND GENERAL MONITORING OF FORNI GLACIER (ITALIAN ALPS) USING MULTI-PLATFORM STRUCTURE-FROM-MOTION PHOTOGRAMMETRY

M. Scaioni, M. Corti, G. Diolaiuti, D. Fugazza, and M. Cernuschi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W7, 1547–1554, https://doi.org/10.5194/isprs-archives-XLII-2-W7-1547-2017,https://doi.org/10.5194/isprs-archives-XLII-2-W7-1547-2017, 2017

INTEGRATION OF INFRARED THERMOGRAPHY AND PHOTOGRAMMETRIC SURVEYING OF BUILT LANDSCAPE

M. Scaioni, E. Rosina, A. L’Erario, and L. Dìaz-Vilariño

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5-W1, 153–160, https://doi.org/10.5194/isprs-archives-XLII-5-W1-153-2017,https://doi.org/10.5194/isprs-archives-XLII-5-W1-153-2017, 2017

MAPPING LANDSLIDES IN LUNAR IMPACT CRATERS USING CHEBYSHEV POLYNOMIALS AND DEM’S

V. Yordanov, M. Scaioni, M. T. Brunetti, M. T. Melis, A. Zinzi, and P. Giommi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B6, 17–24, https://doi.org/10.5194/isprs-archives-XLI-B6-17-2016,https://doi.org/10.5194/isprs-archives-XLI-B6-17-2016, 2016

THE ‘MOON MAPPING’ PROJECT TO PROMOTE COOPERATION BETWEEN STUDENTS OF ITALY AND CHINA

M. Scaioni, P. Giommi, M. T. Brunetti, C. Carli, P. Cerroni, G. Cremonese, G. Forlani, P. Gamba, M. Lavagna, M. T. Melis, M. Massironi, G. Ori, F. Salese, A. Zinzi, G. Xie, Z. Kang, R. Shi, Y. Sun, and Y. Wu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B6, 71–78, https://doi.org/10.5194/isprs-archives-XLI-B6-71-2016,https://doi.org/10.5194/isprs-archives-XLI-B6-71-2016, 2016

A 3D INDOOR-OUTDOOR BENCHMARK DATASET FOR LoD3 BUILDING POINT CLOUD SEMANTIC SEGMENTATION

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