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

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

doi:https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1439-2023

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

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

A. Murtiyoso and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-2-2023, 1113–1118, https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1113-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-2-2023-1113-2023, 2023

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

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

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

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

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

SATELLITE-DERIVED BATHYMETRY USING CONVOLUTIONAL NEURAL NETWORKS AND MULTISPECTRAL SENTINEL-2 IMAGES

Y. A. Lumban-Gaol, K. A. Ohori, and R. Y. Peters

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 201–207, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-201-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-201-2021, 2021

A COMPARATIVE STUDY OF POINT CLOUDS SEMANTIC SEGMENTATION USING THREE DIFFERENT NEURAL NETWORKS ON THE RAILWAY STATION DATASET

Y. A. Lumban-Gaol, Z. Chen, M. Smit, X. Li, M. A. Erbaşu, E. Verbree, J. Balado, M. Meijers, and N. van der Vaart

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 223–228, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-223-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-223-2021, 2021

IDENTIFICATION OF TEMPORARY SURFACE WATER USING SENTINEL-1 SAR DATA, CASE STUDY: SENTANI FLASH FLOODING, INDONESIA

T. A. Gasica, F. Bioresita, and A. Murtiyoso

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 55–59, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-55-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-55-2020, 2020

GEOGRAPHICALLY WEIGHTED REGRESSION APPROACH FOR SHALLOW WATER DEPTH ESTIMATION USING MULTISPECTRAL SATELLITE IMAGERIES

Y. A. Lumban-Gaol, R. S. Dewi, N. Oktaviani, and S. Aditya

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 453–459, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-453-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-453-2020, 2020

A BENCHMARK FOR LARGE-SCALE HERITAGE POINT CLOUD SEMANTIC SEGMENTATION

F. Matrone, A. Lingua, R. Pierdicca, E. S. Malinverni, M. Paolanti, E. Grilli, F. Remondino, A. Murtiyoso, and T. Landes

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 1419–1426, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-1419-2020, 2020

EFFICIENT COMPUTATION OF POSTERIOR COVARIANCE IN BUNDLE ADJUSTMENT IN DBAT FOR PROJECTS WITH LARGE NUMBER OF OBJECT POINTS

N. Börlin, A. Murtiyoso, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2020, 737–744, https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-737-2020,https://doi.org/10.5194/isprs-archives-XLIII-B2-2020-737-2020, 2020

BUNDLE ADJUSTMENT ACCURACY ASSESSMENT OF UNORDERED AERIAL DATASET COLLECTED THROUGH KITE PLATFORM

D. Abate and A. Murtiyoso

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W17, 1–8, https://doi.org/10.5194/isprs-archives-XLII-2-W17-1-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W17-1-2019, 2019

IMPLEMENTING FUNCTIONAL MODULARITY FOR PROCESSING OF GENERAL PHOTOGRAMMETRIC DATA WITH THE DAMPED BUNDLE ADJUSTMENT TOOLBOX (DBAT)

N. Börlin, A. Murtiyoso, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W17, 69–75, https://doi.org/10.5194/isprs-archives-XLII-2-W17-69-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W17-69-2019, 2019

TECHNICAL CONSIDERATIONS IN LOW-COST HERITAGE DOCUMENTATION

A. Murtiyoso, P. Grussenmeyer, and D. Suwardhi

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W17, 225–232, https://doi.org/10.5194/isprs-archives-XLII-2-W17-225-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W17-225-2019, 2019

POLYFIT ASSISTED MONOSCOPIC MULTI-IMAGE MEASUREMENT SYSTEMS

D. Suwardhi, S. W. Trisyanti, L. Kamal, H. A. Permana, A. Murtiyoso, and K. N. Fauzan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W17, 347–354, https://doi.org/10.5194/isprs-archives-XLII-2-W17-347-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W17-347-2019, 2019

LOW COST WEB-APPLICATION FOR MANAGEMENT OF 3D DIGITAL BUILDING AND COMPLEX BASED ON BIM AND GIS

S. W. Trisyanti, D. Suwardhi, A. Murtiyoso, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W17, 371–375, https://doi.org/10.5194/isprs-archives-XLII-2-W17-371-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W17-371-2019, 2019

REGISTRATION OF 2D DRAWINGS ON A 3D POINT CLOUD AS A SUPPORT FOR THE MODELING OF COMPLEX ARCHITECTURES

Q. Semler, D. Suwardhi, E. Alby, A. Murtiyoso, and H. Macher

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 1083–1087, https://doi.org/10.5194/isprs-archives-XLII-2-W15-1083-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-1083-2019, 2019

AUTOMATIC HERITAGE BUILDING POINT CLOUD SEGMENTATION AND CLASSIFICATION USING GEOMETRICAL RULES

A. Murtiyoso and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 821–827, https://doi.org/10.5194/isprs-archives-XLII-2-W15-821-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-821-2019, 2019

MULTI-SENSOR 3D RECORDING PIPELINE FOR THE DOCUMENTATION OF JAVANESE TEMPLES

A. Murtiyos, P. Grussenmeyer, D. Suwardhi, W. A. Fadilah, H. A. Permana, and D. Wicaksono

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 829–834, https://doi.org/10.5194/isprs-archives-XLII-2-W15-829-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-829-2019, 2019

ASSESSMENT OF A KEYPOINTS DETECTOR FOR THE REGISTRATION OF INDOOR AND OUTDOOR HERITAGE POINT CLOUDS

R. Assi, T. Landes, A. Murtiyoso, and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W15, 133–138, https://doi.org/10.5194/isprs-archives-XLII-2-W15-133-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W15-133-2019, 2019

POINT CLOUD SEGMENTATION AND SEMANTIC ANNOTATION AIDED BY GIS DATA FOR HERITAGE COMPLEXES

A. Murtiyoso and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W9, 523–528, https://doi.org/10.5194/isprs-archives-XLII-2-W9-523-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W9-523-2019, 2019

PROTOTYPE OF NATIONAL DIGITAL ELEVATION MODEL IN INDONESIA

D. B. Susetyo, Y. A. Lumban-Gaol, and I. Sofian

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4, 609–613, https://doi.org/10.5194/isprs-archives-XLII-4-609-2018,https://doi.org/10.5194/isprs-archives-XLII-4-609-2018, 2018

MODULAR BUNDLE ADJUSTMENT FOR PHOTOGRAMMETRIC COMPUTATIONS

N. Börlin, A. Murtiyoso, P. Grussenmeyer, F. Menna, and E. Nocerino

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 133–140, https://doi.org/10.5194/isprs-archives-XLII-2-133-2018,https://doi.org/10.5194/isprs-archives-XLII-2-133-2018, 2018

INVESTIGATIONS ON THE BUNDLE ADJUSTMENT RESULTS FROM SFM-BASED SOFTWARE FOR MAPPING PURPOSES

Y. A. Lumban-Gaol, A. Murtiyoso, and B. H. Nugroho

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 623–628, https://doi.org/10.5194/isprs-archives-XLII-2-623-2018,https://doi.org/10.5194/isprs-archives-XLII-2-623-2018, 2018

IMPROVING UNDERWATER ACCURACY BY EMPIRICAL WEIGHTING OF IMAGE OBSERVATIONS

F. Menna, E. Nocerino, P. Drap, F. Remondino, A. Murtiyoso, P. Grussenmeyer, and N. Börlin

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 699–705, https://doi.org/10.5194/isprs-archives-XLII-2-699-2018,https://doi.org/10.5194/isprs-archives-XLII-2-699-2018, 2018

COMPARISON AND ASSESSMENT OF 3D REGISTRATION AND GEOREFERENCING APPROACHES OF POINT CLOUDS IN THE CASE OF EXTERIOR AND INTERIOR HERITAGE BUILDING RECORDING

A. Murtiyoso and P. Grussenmeyer

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 745–751, https://doi.org/10.5194/isprs-archives-XLII-2-745-2018,https://doi.org/10.5194/isprs-archives-XLII-2-745-2018, 2018

FULLY CONVOLUTIONAL NETWORKS FOR GROUND CLASSIFICATION FROM LIDAR POINT CLOUDS

A. Rizaldy, C. Persello, C. M. Gevaert, and S. J. Oude Elberink

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2, 231–238, https://doi.org/10.5194/isprs-annals-IV-2-231-2018,https://doi.org/10.5194/isprs-annals-IV-2-231-2018, 2018

REPROCESSING CLOSE RANGE TERRESTRIAL AND UAV PHOTOGRAMMETRIC PROJECTS WITH THE DBAT TOOLBOX FOR INDEPENDENT VERIFICATION AND QUALITY CONTROL

A. Murtiyoso, P. Grussenmeyer, and N. Börlin

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W8, 171–177, https://doi.org/10.5194/isprs-archives-XLII-2-W8-171-2017,https://doi.org/10.5194/isprs-archives-XLII-2-W8-171-2017, 2017

ACQUISITION AND PROCESSING PROTOCOLS FOR UAV IMAGES: 3D MODELING OF HISTORICAL BUILDINGS USING PHOTOGRAMMETRY

A. Murtiyoso, M. Koehl, P. Grussenmeyer, and T. Freville

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W2, 163–170, https://doi.org/10.5194/isprs-annals-IV-2-W2-163-2017,https://doi.org/10.5194/isprs-annals-IV-2-W2-163-2017, 2017

CENTENARY OF THE BATTLE OF VIMY (FRANCE, 1917): PRESERVING THE MEMORY OF THE GREAT WAR THROUGH 3D RECORDING OF THE MAISON BLANCHE SOUTERRAINE

A. Murtiyoso, P. Grussenmeyer, S. Guillemin, and G. Prilaux

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W2, 171–177, https://doi.org/10.5194/isprs-annals-IV-2-W2-171-2017,https://doi.org/10.5194/isprs-annals-IV-2-W2-171-2017, 2017

CLOSE RANGE UAV ACCURATE RECORDING AND MODELING OF ST-PIERRE-LE-JEUNE NEO-ROMANESQUE CHURCH IN STRASBOURG (FRANCE)

A. Murtiyoso, P. Grussenmeyer, and T. Freville

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W3, 519–526, https://doi.org/10.5194/isprs-archives-XLII-2-W3-519-2017,https://doi.org/10.5194/isprs-archives-XLII-2-W3-519-2017, 2017

ACCELERATION OF TOPOGRAPHIC MAP PRODUCTION USING SEMI-AUTOMATIC DTM FROM DSM RADAR DATA

Aldino Rizaldy and Ratna Mayasari

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B7, 47–54, https://doi.org/10.5194/isprs-archives-XLI-B7-47-2016,https://doi.org/10.5194/isprs-archives-XLI-B7-47-2016, 2016

COMPARISON OF SEMI AUTOMATIC DTM FROM IMAGE MATCHING WITH DTM FROM LIDAR

Aji Rahmayudi and Aldino Rizaldy

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B3, 373–380, https://doi.org/10.5194/isprs-archives-XLI-B3-373-2016,https://doi.org/10.5194/isprs-archives-XLI-B3-373-2016, 2016

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

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