DEEP LEARNING FOR 3D BUILDING RECONSTRUCTION: A REVIEW

Buyukdemircioglu, M.; Kocaman, S.; Kada, M.

doi:https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-359-2022

GLCM FEATURES FOR LEARNING FLOODED VEGETATION FROM SENTINEL-1 AND SENTINEL-2 DATA

B. Tavus and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 601–607, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-601-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-601-2023, 2023

ROCK MASS DISCONTINUITY DETERMINATION WITH TRANSFER LEARNING

I. Yalcin, R. Can, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 609–614, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-609-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-609-2023, 2023

IMPACT OF LEARNING SET AND SAMPLING FOR SNOW AVALANCHE SUSCEPTIBILITY MAPPING WITH RANDOM FOREST

S. Cetinkaya and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 57–64, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-57-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-57-2023, 2023

FOREST FIRE SUSCEPTIBILITY ASSESSMENT WITH MACHINE LEARNING METHODS IN NORTH-EAST TURKIYE

O. Kantarcioglu, K. Schindler, and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-M-1-2023, 161–167, https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-161-2023,https://doi.org/10.5194/isprs-archives-XLVIII-M-1-2023-161-2023, 2023

3D RECONSTRUCTION OF SIMPLE BUILDINGS FROM POINT CLOUDS USING NEURAL NETWORKS WITH CONTINUOUS CONVOLUTIONS (CONVPOINT)

M. Kada

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-4-W4-2022, 61–66, https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-61-2022,https://doi.org/10.5194/isprs-archives-XLVIII-4-W4-2022-61-2022, 2022

DEVELOPMENT OF A SMART CITY CONCEPT IN VIRTUAL REALITY ENVIRONMENT

M. Buyukdemircioglu and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2022, 51–58, https://doi.org/10.5194/isprs-archives-XLIII-B5-2022-51-2022,https://doi.org/10.5194/isprs-archives-XLIII-B5-2022-51-2022, 2022

INVESTIGATIONS ON THE EFFECT OF HD PROCESSING IN LAND COVER CLASSIFICATION

I. Yalcin, G. Karakas, S. Kocaman, S. Saunier, and C. Albinet

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 293–300, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-293-2022,https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-293-2022, 2022

A CNN ARCHITECTURE FOR DISCONTINUITY DETERMINATION OF ROCK MASSES WITH CLOSE RANGE IMAGES

I. Yalcin, R. Can, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B2-2022, 1101–1108, https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1101-2022,https://doi.org/10.5194/isprs-archives-XLIII-B2-2022-1101-2022, 2022

SNOW AVALANCHE SUSCEPTIBILITY MAPPING FOR DAVOS, SWITZERLAND

S. Cetinkaya and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2022, 1083–1090, https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1083-2022,https://doi.org/10.5194/isprs-archives-XLIII-B3-2022-1083-2022, 2022

DEEP LEARNING BASED BUILDING FOOTPRINT EXTRACTION FROM VERY HIGH RESOLUTION TRUE ORTHOPHOTOS AND NDSM

M. Buyukdemircioglu, R. Can, S. Kocaman, and M. Kada

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-2-2022, 211–218, https://doi.org/10.5194/isprs-annals-V-2-2022-211-2022,https://doi.org/10.5194/isprs-annals-V-2-2022-211-2022, 2022

ON THE EFFECT OF DEM QUALITY FOR LANDSLIDE SUSCEPTIBILITY MAPPING

G. Karakas, S. Kocaman, and C. Gokceoglu

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 525–531, https://doi.org/10.5194/isprs-annals-V-3-2022-525-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-525-2022, 2022

A CNN-BASED FLOOD MAPPING APPROACH USING SENTINEL-1 DATA

B. Tavus, R. Can, and S. Kocaman

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 549–556, https://doi.org/10.5194/isprs-annals-V-3-2022-549-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-549-2022, 2022

BUILDING ROOF VECTORIZATION WITH PPGNET

S. Hensel, S. Goebbels, and M. Kada

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W4-2021, 85–90, https://doi.org/10.5194/isprs-archives-XLVI-4-W4-2021-85-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W4-2021-85-2021, 2021

ALS POINT CLOUD CLASSIFICATION USING POINTNET++ AND KPCONV WITH PRIOR KNOWLEDGE

M. Kada and D. Kuramin

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVI-4-W4-2021, 91–96, https://doi.org/10.5194/isprs-archives-XLVI-4-W4-2021-91-2021,https://doi.org/10.5194/isprs-archives-XLVI-4-W4-2021-91-2021, 2021

GEOVISUALIZATION OF AERIAL PHOTOGRAMMETRIC FLIGHTS FOR DATA QUALITY ASSESSMENT

M. Buyukdemircioglu and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B4-2021, 333–338, https://doi.org/10.5194/isprs-archives-XLIII-B4-2021-333-2021,https://doi.org/10.5194/isprs-archives-XLIII-B4-2021-333-2021, 2021

A WEBGIS FRAMEWORK FOR SEMI-AUTOMATED GEODATABASE UPDATING ASSISTED BY DEEP LEARNING

R. Can, S. Kocaman, and A. O. Ok

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2021, 13–19, https://doi.org/10.5194/isprs-archives-XLIII-B5-2021-13-2021,https://doi.org/10.5194/isprs-archives-XLIII-B5-2021-13-2021, 2021

DEVELOPMENT OF A GEO-ANALYTICS PLATFORM FOR POST-DISASTER GROUND ASSESSMENT

K. Atasoy and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 685–692, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-685-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-685-2021, 2021

AERIAL PHOTOGRAMMETRY AND MACHINE LEARNING BASED REGIONAL LANDSLIDE SUSCEPTIBILITY ASSESSMENT FOR AN EARTHQUAKE PRONE AREA IN TURKEY

G. Karakas, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 713–720, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-713-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-713-2021, 2021

RADIOMETRIC QUALITY ASSESSMENT FOR MAXAR HD IMAGERY

I. Yalcin, S. Kocaman, S. Saunier, and C. Albinet

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 797–804, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-797-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-797-2021, 2021

DEEP LEARNING BASED ROOF TYPE CLASSIFICATION USING VERY HIGH RESOLUTION AERIAL IMAGERY

M. Buyukdemircioglu, R. Can, and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 55–60, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-55-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-55-2021, 2021

ASSESSMENT OF FLOODED AREAS CAUSED BY A DAM BREAK (SARDOBA DAM, UZBEKISTAN)

B. Tavus, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 291–297, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-291-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-291-2021, 2021

DEVELOPMENT OF A CITSCI AND ARTIFICIAL INTELLIGENCE SUPPORTED GIS PLATFORM FOR LANDSLIDE DATA COLLECTION

R. Can, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 43–50, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-43-2020,https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-43-2020, 2020

PRODUCTION OF ISO-INTENSITY MAP FOR THE ELAZIG EARTHQUAKE (JAN 24, 2020) USING CITIZEN COLLECTED GEODATA

I. Yalcin, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B5-2020, 51–56, https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-51-2020,https://doi.org/10.5194/isprs-archives-XLIII-B5-2020-51-2020, 2020

INVESTIGATIONS ON THE GLOBAL IMAGE DATASETS FOR THE ABSOLUTE GEOMETRIC QUALITY ASSESSMENT OF MSG SEVIRI IMAGERY

S. Kocaman, V. Debaecker, S. Bas, S. Saunier, K. Garcia, and D. Just

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1339–1346, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1339-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1339-2020, 2020

A FUSION APPROACH FOR FLOOD MAPPING USING SENTINEL-1 AND SENTINEL-2 DATASETS

B. Tavus, S. Kocaman, H. A. Nefeslioglu, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 641–648, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-641-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-641-2020, 2020

LANDSLIDE SUSCEPTIBILITY MAPPING WITH RANDOM FOREST MODEL FOR ORDU, TURKEY

G. Karakas, R. Can, S. Kocaman, H. A. Nefeslioglu, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1229–1236, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1229-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1229-2020, 2020

GENERATING 3D CITY MODELS BASED ON THE SEMANTIC SEGMENTATION OF LIDAR DATA USING CONVOLUTIONAL NEURAL NETWORKS

A. Agoub, V. Schmidt, and M. Kada

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-4-W8, 3–10, https://doi.org/10.5194/isprs-annals-IV-4-W8-3-2019,https://doi.org/10.5194/isprs-annals-IV-4-W8-3-2019, 2019

ON THE USE OF SENTINEL-2 IMAGES AND HIGH RESOLUTION DTM FOR LANDSLIDE SUSCEPTIBILITY MAPPING IN A DEVELOPING URBAN SETTLEMENT (MAMAK, ANKARA, TURKEY)

T. Yanar, S. Kocaman, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W8, 469–476, https://doi.org/10.5194/isprs-archives-XLII-3-W8-469-2019,https://doi.org/10.5194/isprs-archives-XLII-3-W8-469-2019, 2019

Application of Deep Learning for 3D building generalization

Yue Wu, Yevgeniya Filippovska, Valentina Schmidt, and Martin Kada

Proc. Int. Cartogr. Assoc., 2, 147, https://doi.org/10.5194/ica-proc-2-147-2019,https://doi.org/10.5194/ica-proc-2-147-2019, 2019

Automatic Generation of Photorealistic Image Fillers for Privacy Enabled Urban Basemaps using Generative Adversarial Networks

Amgad Agoub, Yevgeniya Filippovska, Valentina Schmidt, and Martin Kada

Adv. Cartogr. GIScience Int. Cartogr. Assoc., 1, 1, https://doi.org/10.5194/ica-adv-1-1-2019,https://doi.org/10.5194/ica-adv-1-1-2019, 2019

FACADE RECONSTRUCTION FOR TEXTURED LOD2 CITYGML MODELS BASED ON DEEP LEARNING AND MIXED INTEGER LINEAR PROGRAMMING

S. Hensel, S. Goebbels, and M. Kada

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 37–44, https://doi.org/10.5194/isprs-annals-IV-2-W5-37-2019,https://doi.org/10.5194/isprs-annals-IV-2-W5-37-2019, 2019

ON THE USE OF CITSCI AND VGI IN NATURAL HAZARD ASSESSMENT

S. Kocaman and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5, 69–73, https://doi.org/10.5194/isprs-archives-XLII-5-69-2018,https://doi.org/10.5194/isprs-archives-XLII-5-69-2018, 2018

A 3D CAMPUS APPLICATION BASED ON CITY MODELS AND WEBGL

M. Buyukdemircioglu and S. Kocaman

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5, 161–165, https://doi.org/10.5194/isprs-archives-XLII-5-161-2018,https://doi.org/10.5194/isprs-archives-XLII-5-161-2018, 2018

PRELIMINARY INVESTIGATIONS ON FLOOD SUSCEPTIBILITY MAPPING IN ANKARA (TURKEY) USING MODIFIED ANALYTICAL HIERARCHY PROCESS (M-AHP)

B. Sozer, S. Kocaman, H. A. Nefeslioglu, O. Firat, and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5, 361–365, https://doi.org/10.5194/isprs-archives-XLII-5-361-2018,https://doi.org/10.5194/isprs-archives-XLII-5-361-2018, 2018

CONSIDERATIONS ON THE USE OF SENTINEL-1 DATA IN FLOOD MAPPING IN URBAN AREAS: ANKARA (TURKEY) 2018 FLOODS

B. Tavus, S. Kocaman, C. Gokceoglu, and H. A. Nefeslioglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-5, 575–581, https://doi.org/10.5194/isprs-archives-XLII-5-575-2018,https://doi.org/10.5194/isprs-archives-XLII-5-575-2018, 2018

A SWEEP-PLANE ALGORITHM FOR THE SIMPLIFICATION OF 3D BUILDING MODELS IN THE APPLICATION SCENARIO OF WIND SIMULATIONS

R. Piepereit, M. Deininger, M. Kada, M. Pries, and U. Voß

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-4-W10, 151–156, https://doi.org/10.5194/isprs-archives-XLII-4-W10-151-2018,https://doi.org/10.5194/isprs-archives-XLII-4-W10-151-2018, 2018

ROOFN3D: DEEP LEARNING TRAINING DATA FOR 3D BUILDING RECONSTRUCTION

A. Wichmann, A. Agoub, and M. Kada

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2, 1191–1198, https://doi.org/10.5194/isprs-archives-XLII-2-1191-2018,https://doi.org/10.5194/isprs-archives-XLII-2-1191-2018, 2018

POSSIBLE CONTRIBUTIONS OF CITIZEN SCIENCE FOR LANDSLIDE HAZARD ASSESSMENT

S. Kocaman and C. Gokceoglu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 295–300, https://doi.org/10.5194/isprs-archives-XLII-3-W4-295-2018,https://doi.org/10.5194/isprs-archives-XLII-3-W4-295-2018, 2018

A REVIEW ON CITIZEN SCIENCE (CITSCI) APPLICATIONS FOR DISASTER MANAGEMENT

S. Kocaman, B. Anbaroglu, C. Gokceoglu, and O. Altan

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W4, 301–306, https://doi.org/10.5194/isprs-archives-XLII-3-W4-301-2018,https://doi.org/10.5194/isprs-archives-XLII-3-W4-301-2018, 2018

THE URBIS PROJECT: IDENTIFICATION AND CHARACTERIZATION OF POTENTIAL URBAN DEVELOPMENT AREAS AS A WEB-BASED SERVICE

Nina Manzke, Martin Kada, Thomas Kastler, Shaojuan Xu, Norbert de Lange, and Manfred Ehlers

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B4, 227–233, https://doi.org/10.5194/isprs-archives-XLI-B4-227-2016,https://doi.org/10.5194/isprs-archives-XLI-B4-227-2016, 2016

ANIMATION STRATEGIES FOR SMOOTH TRANSFORMATIONS BETWEEN DISCRETE LODS OF 3D BUILDING MODELS

Martin Kada, Andreas Wichmann, Yevgeniya Filippovska, and Tobias Hermes

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B2, 413–420, https://doi.org/10.5194/isprs-archives-XLI-B2-413-2016,https://doi.org/10.5194/isprs-archives-XLI-B2-413-2016, 2016

RADIOMETRIC AND GEOMETRIC ACCURACY ANALYSIS OF RASAT PAN IMAGERY

S. Kocaman, I. Yalcin, and M. Guler

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B1, 349–353, https://doi.org/10.5194/isprs-archives-XLI-B1-349-2016,https://doi.org/10.5194/isprs-archives-XLI-B1-349-2016, 2016

DEEP LEARNING FOR 3D BUILDING RECONSTRUCTION: A REVIEW

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