Semantic Segmentation of Building Models with Deep Learning in CityGML

Rashidan, Hanis; Musliman, Ivin Amri; Abdul Rahman, Alias; Coors, Volker; Buyuksalih, Gurcan

doi:https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-97-2024

Geo-visualisation of Air-Pollutant Dispersion in Complex Urban Environments using 3D City Models: Insights from High-Resolution Street Canyon Simulation - Concept and First Results

Rushikesh Padsala, Svetlana Valger, Thunyathep Santhanavanich, Ursula Voss, and Volker Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W11-2024, 89–95, https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-89-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W11-2024-89-2024, 2024

Preface

Dimos N. Pantazis, Nikitas N. Karanikolas, Michael Vassilakopoulos, Volker Coors, Ioannis Voyiatzis, and Claire Ellul

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 1–4, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-1-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-1-2024, 2024

A Multi-Flow Visual Analytics Web Platform for Detecting High Wind Energy Potential in Urban Environments

Athanasios Koukofikis and Volker Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 89–97, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-89-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-89-2024, 2024

A Concept for 3D Geological and Urban Subsurface Modeling with a Unified Voxel Model Examined by a Case Study for the City Center of Stuttgart (Baden-Württemberg), Germany

Klaus Pusacker, Volker Coors, Jörg-Detlef Eckhardt, and Isabel Rupf

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 193–200, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-193-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-193-2024, 2024

Dynamic Geospatial Data Integration: A Case Study of Moving Objects in Munakata City, Japan Using OGC API Moving Features and Sensorthings API

Thunyathep Santhanavanich, Rushikesh Padsala, Matthias Betz, and Volker Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W4-2024, 209–216, https://doi.org/10.5194/isprs-annals-X-4-W4-2024-209-2024,https://doi.org/10.5194/isprs-annals-X-4-W4-2024-209-2024, 2024

Preface

Dimos N. Pantazis, Nikitas N. Karanikolas, Michael Vassilakopoulos, Volker Coors, Ioannis Voyiatzis, and Claire Ellul

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 1–4, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-1-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-1-2024, 2024

Urban Digital Twins Empowering Energy Transition: Citizen-Driven Sustainable Urban Transformation towards Positive Energy Districts

Volker Coors and Rushikesh Padsala

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 51–56, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-51-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-51-2024, 2024

Conceptualising an Urban Digital Twin Framework for Simulating the Impact of Household Consumption Choices on the Carbon Footprint of Urban Neighborhoods

Rushikesh Padsala, Thunyathep Santhanavanich, Ursula Eicker, and Volker Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W10-2024, 147–154, https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-147-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W10-2024-147-2024, 2024

3D LAND-MARINE PROPERTIES ADMINISTRATION IN THE CONTEXT OF SEA LEVEL RISE (SLR) – ISSUES & CHALLENGES

A. Abdul Rahman, M. I. Hassan, I. A. Musliman, H. Rashidan, W. M. Mutiarasari, A. Zamzuri, G. Buyuksalih, C. Gazioglu, and I. Bayirhan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 1–6, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-1-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-1-2024, 2024

EXPERIMENTING TIN DATA STRUCTURE FOR REPRESENTING PLANE SURFACE AND SUBSURFACE SPATIAL OBJECTS - PRELIMINARY WORK

M. M. Apeh, I. A. Musliman, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 45–51, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-45-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-45-2024, 2024

EVALUATING THE QUALITY OF DIGITAL DATASETS IN TERMS OF AVIATION SAFETY DERIVED FROM STEREO SATELLITE IMAGERY IN SARAWAK, MALAYSIA'S AIRPORTS

S. Bayburt, D. Erol, Ü. Bayır, R. Emang, L. B. Seong, M. I. Hassan, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 69–76, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-69-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-69-2024, 2024

DEVELOPING 4D MALAYSIAN MARINE CADASTRE DATA MODEL BASED ON LADM - PRELIMINARY WORKS

Y. Hussaini Atulukwu, M. I. Hassan, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 237–248, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-237-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-237-2024, 2024

SEMANTIC LABELING OF 3D BUILDINGS BY USING GRAPH NEURAL NETWORK (GNN)

H. Rashidan, I. A. Musliman, M. J. Sani, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 307–311, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-307-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-307-2024, 2024

BIM-LADM AMALGAMATION — A REVIEW

A. Zamzuri, A. Abdul Rahman, M. I. Hassan, and P. van Oosterom

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W9-2024, 391–401, https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-391-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-W9-2024-391-2024, 2024

DEVELOPMENT OF QGIS PLUGIN FOR URBAN ENERGY SIMULATION USING 3D CITY MODEL AT THE CITY DISTRICT LEVEL

M. Hosseingholizadeh, V. Coors, H. Ostadabbas, and F. Friesecke

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 81–90, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-81-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-81-2023, 2023

ENABLING INTEROPERABILITY OF URBAN BUILDING ENERGY DATA BASED ON OGC API STANDARDS AND CITYGML 3D CITY MODELS

T. Santhanavanich, R. Padsala, M. Rossknecht, S. Dabirian, M. M. Saad, U. Eicker, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-1-W1-2023, 97–105, https://doi.org/10.5194/isprs-annals-X-1-W1-2023-97-2023,https://doi.org/10.5194/isprs-annals-X-1-W1-2023-97-2023, 2023

HYPERSPECTRAL IMAGE CLASSIFICATION USING MULTI-LAYER PERCEPTRON MIXER (MLP-MIXER)

A. Jamali, M. Mahdianpari, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 179–182, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-179-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-179-2023, 2023

3D BUILDING MODELS DEVELOPMENT BASED ON DATA FUSION – CURRENT STATUS

W. M. Mutiarasari and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 269–272, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-269-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-269-2023, 2023

A REVIEW OF 3D SPATIAL DATA MODELS FOR SURFACE AND SUBSURFACE INTEGRATION OF SPATIAL OBJECTS

M. M. Apeh and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 15–23, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-15-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-15-2023, 2023

ADOPTION OF THE LAND ADMINISTRATION DOMAIN MODEL IN MAKATI CITY, PHILIPPINES

L. P. Balicanta, K. A. Quisado, M. R. Carreon, A. Abdul Rahman, and M. I. Hassan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 47–56, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-47-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-47-2023, 2023

HOT SPOTS IN CITIES – CLASSIFYING EMOTIONS DURING PHYSICAL OUTDOOR ACTIVITIES IN URBAN AREAS

H. Dastageeri, S. Schneider, M. Alfakhori, and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 99–101, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-99-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-99-2023, 2023

MARINE CADASTRE DATA MODELS WITH TEMPORAL ASPECT – REVIEW

Y. Hussaini Atulukwu and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W6-2022, 159–166, https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-159-2023,https://doi.org/10.5194/isprs-archives-XLVIII-4-W6-2022-159-2023, 2023

THE SPATIAL DATA INFRASTRUCTURE OF AN URBAN DIGITAL TWIN IN THE BUILDING ENERGY DOMAIN USING OGC STANDARDS

T. Santhanavanich, R. Padsala, P. Würstle, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 249–256, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-249-2022,https://doi.org/10.5194/isprs-annals-X-4-W2-2022-249-2022, 2022

VIABILITY TESTING OF GAME ENGINE USAGE FOR VISUALIZATION OF 3D GEOSPATIAL DATA WITH OGC STANDARDS

P. Würstle, R. Padsala, T. Santhanavanich, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W2-2022, 281–288, https://doi.org/10.5194/isprs-annals-X-4-W2-2022-281-2022,https://doi.org/10.5194/isprs-annals-X-4-W2-2022-281-2022, 2022

OCCLUSION SCREENING USING 3D CITY MODELS AS A REFERENCE DATABASE FOR MOBILE AR-APPLICATIONS

M. Alfakhori, H. Dastageeri, S. Schneider, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-4-W3-2022, 11–18, https://doi.org/10.5194/isprs-annals-X-4-W3-2022-11-2022,https://doi.org/10.5194/isprs-annals-X-4-W3-2022-11-2022, 2022

THE USE OF CITYGML 3.0 IN 3D CADASTRE SYSTEM: THE CASE OF ADDIS ABABA CITY

A. Nega and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W4-2022, 109–116, https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-109-2022,https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-109-2022, 2022

STRATA OBJECTS BASED ON MALAYSIAN LADM COUNTRY PROFILE VIA WEB 3D VISUALIZATION

F. Mohd Hanafi, M. I. Hassan, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 229–238, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-229-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-229-2022, 2022

MACHINE LEARNING APPROACH FOR TENAGA NASIONAL BERHAD (TNB) OVERHEAD POWERLINE AND ELECTRICITY POLE INVENTORY USING MOBILE LASER SCANNING DATA

M. S. A. Mohd Rapheal, A. Farhana, M. R. Mohd Salleh, M. Z. Abd Rahman, Z. Majid, I. A. Musliman, A. F. Abdullah, and Z. Abd Latif

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 239–246, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-239-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-239-2022, 2022

TRIANGULAR MESH APPROACH FOR AUTOMATIC REPAIR OF MISSING SURFACES OF LOD2 BUILDING MODELS

H. Rashidan, A. Abdul Rahman, I. A. Musliman, and G. Buyuksalih

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 281–286, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-281-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-281-2022, 2022

IFC TO CITYGML CONVERSION ALGORITHM BASED ON GEOMETRY AND SEMANTIC MAPPING

M. J. Sani, I. A. Musliman, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 287–293, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-287-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-287-2022, 2022

GPU UTILIZATION IN GEOPROCESSING BIG GEODATA: A REVIEW

S. Saupi Teri, I. A. Musliman, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 295–304, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-295-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-295-2022, 2022

A COMPARISON OF TURKEY-MALAYSIA LADM COUNTRY PROFILE FOR 3D CADASTRE PURPOSES

H. G. Sürmeneli, M. Alkan, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 329–335, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-329-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-329-2022, 2022

DEVELOPMENT OF 3D MARINE CADASTRE DATA MODEL BASED ON LAND ADMINISTRATION DOMAIN MODEL

A. Zamzuri, I. Hassan, and A. Abdul Rahman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 337–345, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-337-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-337-2022, 2022

PREFACE

A. Abdul Rahman and H. Rhinane

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 1–1, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-1-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-1-2022, 2022

SPATIAL DATA INFRASTRUCTURE (SDI) IN OMAN AND QATAR – CURRENT STATUS AND PERSPECTIVES

K. Al Kalbani, A. Abdul Rahman, A. Abulibdeh, M. J. Sani, and H. Rashidan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 17–22, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-17-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-17-2022, 2022

3D CITYGML BUILDING MODELS DEVELOPMENT WITH CROSS-SCALE QUERY DATABASE

H. Karim, A. Abdul Rahman, N. Z. Abdul Halim, G. Buyuksalih, and H. Rashidan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W3-2021, 161–170, https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-161-2022,https://doi.org/10.5194/isprs-archives-XLVI-4-W3-2021-161-2022, 2022

PREFACE

V. Coors, P. Rodrigues, C. Ellul, S. Zlatanova, R. Laurini, and M. Rumor

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 1–2, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-1-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-1-2021, 2021

AN APPLICATION DOMAIN EXTENSION FOR STORING VALIDATION RESULTS OF CITYGML STRUCTURES

M. Betz and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 11–16, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-11-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-11-2021, 2021

CFD SIMULATION AND VISUALIZATION BASED INVESTIGATION OF SMALL WIND TURBINE POTENTIAL: A CASE STUDY “NEUER STÖCKACH” FOR STUTTGART

M. Brennenstuhl, M. von der Gruen, S. Harbola, A. Koukofikis, R. Padsala, M. Schaaf, V. Coors, and U. Voss

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 17–24, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-17-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-17-2021, 2021

CONCEPT AND EVALUATION OF AN URBAN PLATFORM FOR INTERACTIVE VISUAL ANALYTICS

H. Ebrahim, T. Santhanavanich, P. Wuerstle, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 33–40, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-33-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-33-2021, 2021

AN INTERACTIVE PLATFORM FOR ENVIRONMENTAL SENSORS DATA ANALYSES

S. Harbola and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 57–64, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-57-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-57-2021, 2021

INCEPTION OF HARMONISING DATA SILOS AND URBAN SIMULATION TOOLS USING 3D CITY MODELS FOR SUSTAINABLE MANAGEMENT OF THE URBAN FOOD WATER AND ENERGY RESOURCES

R. Padsala, E. Gebetsroither-Geringer, J. Peters-Anders, and V. Coors

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., VIII-4-W1-2021, 81–88, https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-81-2021,https://doi.org/10.5194/isprs-annals-VIII-4-W1-2021-81-2021, 2021

PREFACE

V. Coors, P. Rodrigues, C. Ellul, S. Zlatanova, R. Laurini, and M. Rumor

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W1-2021, 1–2, https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-1-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-1-2021, 2021

DEVELOPMENT OF A DIGITAL 3D PARTICIPATION PLATFORM – CASE STUDY OF WEILIMDORF (STUTTGART, GERMANY)

P. Würstle, T. Santhanavanich, R. Padsala, and V. Coors

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W1-2021, 123–129, https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-123-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-123-2021, 2021

Semantic Segmentation of Building Models with Deep Learning in CityGML

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