Review on Deep Learning Techniques in Planetary Topographic Modeling

Chen, Hao; Oberst, Jürgen; Gläser, Philipp; Willner, Konrad

doi:https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-275-2025

Articles | Volume XLVIII-G-2025

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Articles | Volume XLVIII-G-2025

https://doi.org/10.5194/isprs-archives-XLVIII-G-2025-275-2025

Articles | Volume XLVIII-G-2025

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28 Jul 2025

| 28 Jul 2025

Review on Deep Learning Techniques in Planetary Topographic Modeling

Hao Chen, Jürgen Oberst, Philipp Gläser, and Konrad Willner

Hao Chen

https://orcid.org/0000-0002-3666-1658

Institute of Geodesy and Geoinformation Science, Technische Universität Berlin, Berlin 10553, Germany

Jürgen Oberst

Institute of Geodesy and Geoinformation Science, Technische Universität Berlin, Berlin 10553, Germany

Philipp Gläser

https://orcid.org/0000-0002-7552-5800

Institute of Geodesy and Geoinformation Science, Technische Universität Berlin, Berlin 10553, Germany

Konrad Willner

https://orcid.org/0000-0002-5437-8477

Institute of Planetary Research, German Aerospace Center (DLR), Berlin 12489, Germany

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PIXEL-RESOLUTION DTM GENERATION FOR THE LUNAR SURFACE BASED ON A COMBINED DEEP LEARNING AND SHAPE-FROM-SHADING (SFS) APPROACH

H. Chen, X. Hu, and J. Oberst

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 511–516, https://doi.org/10.5194/isprs-annals-V-3-2022-511-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-511-2022, 2022

PIXEL-RESOLUTION DTM GENERATION FOR THE LUNAR SURFACE BASED ON A COMBINED DEEP LEARNING AND SHAPE-FROM-SHADING (SFS) APPROACH

H. Chen, X. Hu, and J. Oberst

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., V-3-2022, 511–516, https://doi.org/10.5194/isprs-annals-V-3-2022-511-2022,https://doi.org/10.5194/isprs-annals-V-3-2022-511-2022, 2022

DETECTING THE SOURCES OF ICE BLOCK FALLS AT THE MARTIAN NORTH POLAR SCARPS BY ANALYSIS OF MULTI-TEMPORAL HIRISE IMAGERY

S. Su, L. Fanara, X. Zhang, K. Gwinner, E. Hauber, and J. Oberst

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2021, 673–678, https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-673-2021,https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-673-2021, 2021

COORDINATION OF PLANETARY COORDINATE SYSTEM RECOMMENDATIONS BY THE IAU WORKING GROUP ON CARTOGRAPHIC COORDINATES AND ROTATIONAL ELEMENTS – 2020 STATUS AND FUTURE

B. A. Archinal, C. H. Acton, A. Conrad, T. C. Duxbury, D. Hestroffer, J. L. Hilton, L. Jorda, R. L. Kirk, S. A. Klioner, J.-L. Margot, J. Oberst, F. Paganelli, J. Ping, P. K. Seidelmann, D. J. Tholen, and I. P. Williams

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1091–1097, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1091-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1091-2020, 2020

TOPOGRAPHIC MAPPING OF THE MOON IN THE 21ST CENTURY: FROM HECTOMETER TO MILLIMETER SCALES

K. Di, J. Oberst, I. Karachevtseva, and B. Wu

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B3-2020, 1117–1124, https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1117-2020,https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-1117-2020, 2020

BUNDLE ADJUSTMENT OF SPACEBORNE DOUBLE-CAMERA PUSH-BROOM IMAGERS AND ITS APPLICATION TO LROC NAC IMAGERY

I. Haase, P. Gläser, and J. Oberst

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2-W13, 1397–1404, https://doi.org/10.5194/isprs-archives-XLII-2-W13-1397-2019,https://doi.org/10.5194/isprs-archives-XLII-2-W13-1397-2019, 2019

LATERAL VARIATIONS IN BULK DENSITY AND POROSITY OF THE UPPER LUNAR CRUST FROM HIGH-RESOLUTION GRAVITY AND TOPOGRAPHY DATA: COMPARISON OF DIFFERENT ANALYSIS TECHNIQUES

D. Wahl and J. Oberst

ISPRS Ann. Photogramm. Remote Sens. Spatial Inf. Sci., IV-2-W5, 527–532, https://doi.org/10.5194/isprs-annals-IV-2-W5-527-2019,https://doi.org/10.5194/isprs-annals-IV-2-W5-527-2019, 2019

THERMAL EFFECTS ON CAMERA FOCAL LENGTH IN MESSENGER STAR CALIBRATION AND ORBITAL IMAGING

S. Burmeister, S. Elgner, F. Preusker, A. Stark, and J. Oberst

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 103–105, https://doi.org/10.5194/isprs-archives-XLII-3-103-2018,https://doi.org/10.5194/isprs-archives-XLII-3-103-2018, 2018

A NEW REALIZATION OF THE GLOBAL LUNAR REFERENCE FRAME BASED ON CO-REGISTERED LOLA TRACKS

P. Gläser, I. Haase, and J. Oberst

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 397–401, https://doi.org/10.5194/isprs-archives-XLII-3-397-2018,https://doi.org/10.5194/isprs-archives-XLII-3-397-2018, 2018

HIGH-RESOLUTION TOPOGRAPHY OF MERCURY FROM MESSENGER ORBITAL STEREO IMAGING – THE SOUTHERN HEMISPHERE QUADRANGLES

F. Preusker, J. Oberst, A. Stark, and S. Burmeister

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3, 1389–1394, https://doi.org/10.5194/isprs-archives-XLII-3-1389-2018,https://doi.org/10.5194/isprs-archives-XLII-3-1389-2018, 2018

AN INITIATIVE FOR CONSTRUCTION OF NEW-GENERATION LUNAR GLOBAL CONTROL NETWORK USING MULTI-MISSION DATA

K. Di, B. Liu, M. Peng, X. Xin, M. Jia, W. Zuo, J. Ping, B. Wu, and J. Oberst

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W1, 29–34, https://doi.org/10.5194/isprs-archives-XLII-3-W1-29-2017,https://doi.org/10.5194/isprs-archives-XLII-3-W1-29-2017, 2017

ENCELADUS GEODETIC FRAMEWORK

J. Oberst, H. Hussmann, B. Giese, F. Sohl, D. Shoji, A. Stark, K. Wickhusen, and M. Wählisch

Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-3-W1, 113–118, https://doi.org/10.5194/isprs-archives-XLII-3-W1-113-2017,https://doi.org/10.5194/isprs-archives-XLII-3-W1-113-2017, 2017

Review on Deep Learning Techniques in Planetary Topographic Modeling

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