INITIAL ASSESSMENT ON THE USE OF STATE-OF-THE-ART NERF NEURAL NETWORK 3D RECONSTRUCTION FOR HERITAGE DOCUMENTATION

Murtiyoso, A.; Grussenmeyer, P.

doi:10.5194/isprs-archives-XLVIII-M-2-2023-1113-2023

Cross-domain urban and heritage point cloud benchmarks for semantic segmentation: insights from the 3M (Mapping Mappano Municipality) and ArCHX datasets

Francesca Matrone, Andrea Maria Lingua, Arnadi Murtiyoso, Madhavan Sridhar, Luis Javier Sanchez Aparicio, Ruben Santamaria Maestro, Pablo Sanz-Honrado, Hina Pande, Poonam Seth Tiwari, and Shefali Agrawal

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W6-2025, 131–137, https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-131-2025,https://doi.org/10.5194/isprs-archives-XLVIII-1-W6-2025-131-2025, 2025

Initial Experiments on the Use of Radiance Fields for Underwater 3D Reconstruction

Beatrice Tanduo, Francesca Matrone, and Arnadi Murtiyoso

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1475–1481, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1475-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1475-2025, 2025

Comparative Study of Path Tracing Rendering Parameters and Visual Quality in Blender

Etienne Sommer, Mathieu Koehl, and Pierre Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1387–1394, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1387-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1387-2025, 2025

Gaussian Splatting for Facade Orthophoto Generation – Comparison with MVS and TLS

Arnadi Murtiyoso and Hélène Macher

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1059–1064, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1059-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1059-2025, 2025

Integrative AI for the Understanding of Ancient Javanese Architectures

Arnadi Murtiyoso, Gabriele Mazzacca, Fabio Remondino, and Deni Suwardhi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 1065–1072, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1065-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-1065-2025, 2025

Implementing 3D Augmented Reality for Increasing Public Outreach of Majapahit Archeological Sites

Filsa Bioresita, Husnul Hidayat, Arnadi Murtiyoso, Emmanuel Moisan, Pierre Grussenmeyer, Mokhamad Nur Cahyadi, Agung Budi Cahyono, and Irham Maulana

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 141–147, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-141-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-141-2025, 2025

Color Homogenization in 3D Reconstruction of Castles from Heterogeneous Imaging Sources

Angeliki Oraiozili Gyftodimou, Pierre Grussenmeyer, Maria Pateraki, Etienne Sommer, and Mathieu Koehl

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-9-2025, 549–556, https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-549-2025,https://doi.org/10.5194/isprs-archives-XLVIII-M-9-2025-549-2025, 2025

Blurred Areas in Very Short Range Photogrammetry: A Flexible Alternative to Focus-Stacking. Case Study of a Complex-Geometry Ornament of Strasbourg’s Cathedral, France

Yannick Faure, Pierre Grussenmeyer, and Tania Landes

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., X-M-2-2025, 89–96, https://doi.org/10.5194/isprs-annals-X-M-2-2025-89-2025,https://doi.org/10.5194/isprs-annals-X-M-2-2025-89-2025, 2025

Advancing forest inventory: a comparative study of low-cost MLS lidar device with professional laser scanners

Mattia Balestra, Carlos Cabo, Arnadi Murtiyoso, Alessandro Vitali, Flor Alvarez-Taboada, Alejandro Cantero-Amiano, Rodolfo Bolaños, Diego Laino, and Roberto Pierdicca

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 9–15, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-9-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-9-2024, 2024

A dataset to test AI on forensic scenes

Hervé Daudigny and Pierre Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 117–123, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-117-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-117-2024, 2024

Labelling point clouds in VR

Cyprien Raymi Fol, Arnadi Murtiyoso, Gabriele Mazzacca, Thomas Saint-André, Fabio Remondino, and Verena Christiane Griess

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 163–168, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-163-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-163-2024, 2024

Systematic synthesis of the notion of scale levels and digital representation in the application of 3D geospatial technology for virtual forests

Arnadi Murtiyoso, Normand Overney, and Deni Suwardhi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W8-2024, 343–348, https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-343-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W8-2024-343-2024, 2024

Using Hyperfocal Distance in Close-Range Photogrammetry for Indoor Modelling

Etienne Sommer, Mathieu Koehl, and Pierre Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W7-2024, 161–168, https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-161-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W7-2024-161-2024, 2024

Conceptual Model of Graph-based Individual Tree and Its Utilization in Digital Twin and Metaverse of Urban Forest

Agus Ambarwari, Deni Suwardhi, Medria Shekar Rani, Emir Husni, Deny Willy Junaidy, Fauzan Alfi Agirachman, Arnadi Murtiyoso, and Verena Christiane Griess

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-2024, 7–12, https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-7-2024,https://doi.org/10.5194/isprs-archives-XLVIII-4-2024-7-2024, 2024

COMPARISON OF STATE-OF-THE-ART MULTI-VIEW STEREO SOLUTIONS FOR CLOSE RANGE HERITAGE DOCUMENTATION

A. Murtiyoso, J. Markiewicz, A. K. Karwel, P. Grussenmeyer, and P. Kot

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W4-2024, 317–323, https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-317-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-317-2024, 2024

CRAFTING AND MODIFYING RHINE CASTLE MODELS WITH PARAMETRIC MODELING IN BLENDER

E. Sommer, M. Koehl, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W4-2024, 405–412, https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-405-2024,https://doi.org/10.5194/isprs-archives-XLVIII-2-W4-2024-405-2024, 2024

LOW-COST WORKFLOW FOR 3D URBAN FOREST VIRTUAL RECONSTRUCTION

C. Chioni, A. Murtiyoso, S. Favargiotti, and G. A. Massari

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1723–1728, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1723-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1723-2023, 2023

COMPARISON OF DEEP LEARNING ARCHITECTURES FOR THE SEMANTIC SEGMENTATION OF SLUM AREAS FROM SATELLITE IMAGES

Y. A. Lumban-Gaol, A. Rizaldy, and A. Murtiyoso

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1439–1444, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1439-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1439-2023, 2023

TERRESTRIAL 3D MAPPING OF FORESTS: GEOREFERENCING CHALLENGES AND SENSORS COMPARISONS

C. R. Fol, A. Murtiyoso, D. Kükenbrink, F. Remondino, and V. C. Griess

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W3-2023, 55–61, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-55-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-55-2023, 2023

INVESTIGATION ON THE USE OF NeRF FOR HERITAGE 3D DENSE RECONSTRUCTION FOR INTERIOR SPACES

A. Murtiyoso, J. Markiewicz, A. K. Karwel, and P. Kot

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W3-2023, 115–121, https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-115-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W3-2023-115-2023, 2023

SYNTHETIC DATA GENERATION AND TESTING FOR THE SEMANTIC SEGMENTATION OF HERITAGE BUILDINGS

E. Pellis, A. Masiero, P. Grussenmeyer, M. Betti, and G. Tucci

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1189–1196, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1189-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1189-2023, 2023

A PERFORMANCE COMPARISON BETWEEN SEGNET AND DEEPLABV3+ ON THE SEMANTIC SEGMENTATION OF HERITAGE BUILDINGS

E. Pellis, A. Masiero, I. Cortesi, G. Tucci, M. Betti, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W1-2023, 379–386, https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-379-2023,https://doi.org/10.5194/isprs-archives-XLVIII-1-W1-2023-379-2023, 2023

EXTRACTION OF ROAD MARKINGS FROM MLS DATA: A REVIEW

E. Barçon, T. Landes, P. Grussenmeyer, and G. Berson

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 7–14, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-7-2022,https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-7-2022, 2022

FEASIBILITY STUDY OF USING VIRTUAL REALITY FOR INTERACTIVE AND IMMERSIVE SEMANTIC SEGMENTATION OF SINGLE TREE STEMS

C. R. Fol, A. Murtiyoso, and V. C. Griess

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 95–99, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-95-2022,https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-95-2022, 2022

EVALUATION OF LOW-COST DEPTH SENSORS FOR OUTDOOR APPLICATIONS

R. Haenel, Q. Semler, E. Semin, P. Grussenmeyer, and S. Tabbone

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 101–108, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-101-2022,https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-101-2022, 2022

LOW-COST MAPPING OF FOREST UNDER-STOREY VEGETATION USING SPHERICAL PHOTOGRAMMETRY

A. Murtiyoso, H. Hristova, N. Rehush, and V. C. Griess

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 185–190, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-185-2022,https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-185-2022, 2022

EVALUATION OF 3D MODEL OF REBAR FOR QUANTITATIVE PARAMETERS

A. H. Qureshi, W. S. Alaloul, A. Murtiyoso, S. J. Hussain, S. Saad, and V. K. Oad

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W1-2022, 215–220, https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-215-2022,https://doi.org/10.5194/isprs-archives-XLVIII-2-W1-2022-215-2022, 2022

COMPARISON OF PHOTOGRAMMETRY TOOLS CONSIDERING REBAR PROGRESS RECOGNITION

A. H. Qureshi, W. S. Alaloul, A. Murtiyoso, S. Saad, and B. Manzoor

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 141–146, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-141-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-141-2022, 2022

INTEGRATION OF DEPTH MAPS FROM ARCORE TO PROCESS POINT CLOUDS IN REAL TIME ON A SMARTPHONE

R. Haenel, Q. Semler, E. Semin, P. Grussenmeyer, and E. Alby

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 201–208, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-201-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-201-2022, 2022

VECTORIZATION OF URBAN MLS POINT CLOUDS: A SEQUENTIAL APPROACH USING CROSS SECTIONS

E. Barçon, T. Landes, P. Grussenmeyer, and G. Berson

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 351–358, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-351-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-351-2022, 2022

2D TO 3D LABEL PROPAGATION FOR THE SEMANTIC SEGMENTATION OF HERITAGE BUILDING POINT CLOUDS

E. Pellis, A. Murtiyoso, A. Masiero, G. Tucci, M. Betti, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 861–867, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-861-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-861-2022, 2022

EVALUATION OF AZURE KINECT DERIVED POINT CLOUDS TO DETERMINE THE PRESENCE OF MICROHABITATS ON SINGLE TREES BASED ON THE SWISS STANDARD PARAMETERS

C. R. Fol, A. Murtiyoso, and V. C. Griess

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 989–994, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-989-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-989-2022, 2022

USE OF TREE HEIGHT FOR MANGROVE SPECIES CLASSIFICATION

L. Roy, C. Marchand, T. Landes, H. Macher, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 691–697, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-691-2022,https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-691-2022, 2022

AUTOMATIC TRAINING DATA GENERATION IN DEEP LEARNING-AIDED SEMANTIC SEGMENTATION OF HERITAGE BUILDINGS

A. Murtiyoso, F. Matrone, M. Martini, A. Lingua, P. Grussenmeyer, and R. Pierdicca

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 317–324, https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-317-2022, 2022

AUTOMATIC POINT CLOUD NOISE MASKING IN CLOSE RANGE PHOTOGRAMMETRY FOR BUILDINGS USING AI-BASED SEMANTIC LABELLING

A. Murtiyoso and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 389–393, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-389-2022,https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-389-2022, 2022

AN IMAGE-BASED DEEP LEARNING WORKFLOW FOR 3D HERITAGE POINT CLOUD SEMANTIC SEGMENTATION

E. Pellis, A. Murtiyoso, A. Masiero, G. Tucci, M. Betti, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-2-W1-2022, 429–434, https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-429-2022,https://doi.org/10.5194/isprs-archives-XLVI-2-W1-2022-429-2022, 2022

EXPERIMENTS USING SMARTPHONE-BASED VIDEOGRAMMETRY FOR LOW-COST CULTURAL HERITAGE DOCUMENTATION

A. Murtiyoso and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 487–491, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-487-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-487-2021, 2021

HERITAGE DOCUMENTATION AND KNOWLEDGE TRANSFER: A REPORT ON THE CIPA TROPICAL SCHOOL IN CANDI SEWU (INDONESIA)

A. Murtiyoso, D. Suwardhi, P. Grussenmeyer, W. A. Fadilah, K. N. Fauzan, S. W. Trisyanti, Brahmantara, and H. Macher

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 493–497, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-493-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-493-2021, 2021

ASSEMBLING AN IMAGE AND POINT CLOUD DATASET FOR HERITAGE BUILDING SEMANTIC SEGMENTATION

E. Pellis, A. Masiero, G. Tucci, M. Betti, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-M-1-2021, 539–546, https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-539-2021,https://doi.org/10.5194/isprs-archives-XLVI-M-1-2021-539-2021, 2021

SEMANTIC SEGMENTATION FOR BUILDING FAÇADE 3D POINT CLOUD FROM 2D ORTHOPHOTO IMAGES USING TRANSFER LEARNING

A. Murtiyoso, C. Lhenry, T. Landes, P. Grussenmeyer, and E. Alby

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 201–206, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-201-2021,https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-201-2021, 2021

CLOSE-RANGE PHOTOGRAMMETRY METHOD FOR SF6 GAS INSULATED LINE (GIL) DEFORMATION MONITORING

K. N. Fauzan, D. Suwardhi, A. Murtiyoso, I. Gumilar, and T. P. Sidiq

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 503–510, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-503-2021,https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-503-2021, 2021

FIRST ASSESSMENTS INTO THE USE OF COMMERCIAL-GRADE SOLID STATE LIDAR FOR LOW COST HERITAGE DOCUMENTATION

A. Murtiyoso, P. Grussenmeyer, T. Landes, and H. Macher

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2021, 599–604, https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-599-2021,https://doi.org/10.5194/isprs-archives-XLIII-B2-2021-599-2021, 2021

INITIAL ASSESSMENT ON THE USE OF STATE-OF-THE-ART NERF NEURAL NETWORK 3D RECONSTRUCTION FOR HERITAGE DOCUMENTATION

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