24.4.15 Terrain Analysis of Mars, Craters, Minerals

Chapter Contents (Back)
Mars. Martian Terrain.
See also Mars, Martian Atmosphere Measurements, Mars Analysis, Other Planets.
See also Crater Detection, Impact Craters, Depressions.
See also Moon, Lunar Terrain, Lunar Analysis.

Ansar, A.[Adnan], Cheng, Y.[Yang],
An Analysis of Spacecraft Localization from Descent Image Data for Pinpoint Landing on Mars and Other Cratered Bodies,
PhEngRS(71), No. 10, October 2005, pp. 1197-1204.
WWW Link. 0602
The feasibility of pinpoint landing on Mars using crater features extracted from decent imagery. BibRef

Li, R.X.[Rong-Xing], Squyres, S.W.[Steven W.], Arvidson, R.E.[Raymond E.], Archinal, B.A.[Brent A.], Bell, J.[Jim], Cheng, Y.[Yang], Crumpler, L.[Larry], Marais, D.J.D.[David J. Des], Di, K.C.[Kai-Chang], Ely, T.A.[Todd A.], Golombek, M.[Matt], Graat, E.[Eric], Grant, J.[John], Guinn, J.[Joe], Johnson, A.[Andrew], Greeley, R.[Ron], Kirk, R.L.[Randolph L.], Maimone, M.W.[Mark W.], Matthies, L.H.[Larry H.], Malin, M.[Mike], Parker, T.[Tim], Sims, M.[Mike], Soderblom, L.A.[Larry A.], Thompson, S.[Shane], Wang, J.[Jue], Whelley, P.[Patrick], Xu, F.L.[Feng-Liang],
Initial Results of Rover Localization and Topographic Mapping for the 2003 Mars Exploration Rover Mission,
PhEngRS(71), No. 10, October 2005, pp. 1129-1144.
WWW Link. Photogrammetric analysis of images from the surface and from orbit is vital to operating to rovers and interpreting their scientific results. 0602
BibRef

Kim, J.R.[Jung Rack], Muller, J.P.[Jan-Peter], van Gasselt, S.[Stephan], Morley, J.G.[Jeremy G.], Neukum, G.[Gerhard], Team, t.H.C.[the HRSC CoI],
Automated Crater Detection, A New Tool for Mars Cartography and Chronology,
PhEngRS(71), No. 10, October 2005, pp. 1205-1217.
WWW Link. 0602
An automated crater detection algorithm exploiting image data with potential for chronological research and geological analysis.
See also HRSC on Mars Express: Photogrammetric and Cartographic Research. BibRef

Yoon, J.S.[Jong-Suk], Shan, J.[Jie],
Combined Adjustment of MOC Stereo Imagery and MOLA Altimetry Data,
PhEngRS(71), No. 10, October 2005, pp. 1179-1186.
WWW Link. The combined adjustment refines the Mars Global Surveyor trajectory data and provides accurate registration of various mapping data. 0602
BibRef

Rosiek, M.R.[Mark R.], Kirk, R.L.[Randolph L.], Archinal, B.A.[Brent A.], Howington-Kraus, E.[Eliptha], Hare, T.[Trent], Galuszka, D.[Donna], Redding, B.[Bonnie],
Utility of Viking Orbiter Images and Products for Mars Mapping,
PhEngRS(71), No. 10, October 2005, pp. 1187-1196.
WWW Link. 0602
The usefulness of Viking Orbiter images for mapping Mars 30 years after the mission using a combination of public domain and commercial software. BibRef

Olson, C.F.[Clark F.], Matthies, L.H.[Larry H.], Wright, J.R.[John R.], Li, R.X.[Rong-Xing], Di, K.C.[Kai-Chang],
Visual terrain mapping for Mars exploration,
CVIU(105), No. 1, January 2007, pp. 73-85.
Elsevier DOI 0701
Terrain mapping; Structure-from-motion; Stereo vision; Mars; Robot navigation; Localization BibRef

Li, R.X.[Rong-Xing], Di, K.C.[Kai-Chang], Wang, J.[Jue], Niu, X.T.[Xu-Tong], Agarwal, S.[Sanchit], Brodyagina, E.[Evgenia], Oberg, E.[Erik], Hwangbo, J.W.[Ju Won],
A WebGIS for Spatial Data Processing, Analysis, and Distribution for the MER 2003 Mission,
PhEngRS(73), No. 6, June 2007, pp. 671-680.
WWW Link. 0709
Web-based GIS technology is effectively employed to support rover operations and science experiments during the Mars Exploration Rover 2003 mission BibRef

Bue, B.D., Stepinski, T.F.,
Machine Detection of Martian Impact Craters From Digital Topography Data,
GeoRS(45), No. 1, January 2007, pp. 265-274.
IEEE DOI 0701
BibRef

Bandeira, L.P.C.[Lourenço P. C.], Saraiva, J.[José], Pina, P.[Pedro],
Impact Crater Recognition on Mars Based on a Probability Volume Created by Template Matching,
GeoRS(45), No. 12, December 2007, pp. 4008-4015.
IEEE DOI 0711
BibRef
Earlier:
Development of a Methodology for Automated Crater Detection on Planetary Images,
IbPRIA07(I: 193-200).
Springer DOI 0706
BibRef

Marques, J.S.[Jorge S.], Pina, P.[Pedro],
Delineation of Martian Craters Based on Edge Maps and Dynamic Programming,
ICIAR14(I: 433-440).
Springer DOI 1410
BibRef

Pina, P.[Pedro], Marques, J.S.[Jorge S.],
Delineation of Impact Craters by a Mathematical Morphology Based Approach,
ICIAR13(717-725).
Springer DOI 1307
BibRef
And: A2, A1:
An Algorithm for the Delineation of Craters in Very High Resolution Images of Mars Surface,
IbPRIA13(213-220).
Springer DOI 1307
BibRef

Gwinner, K.[Klaus], Scholten, F.[Frank], Spiegel, M.[Michael], Schmidt, R.[Ralph], Giese, B.[Bernd], Oberst, J.[Jürgen], Heipke, C.[Christian], Jaumann, R.[Ralf], Neukum, G.[Gerhard],
Derivation and Validation of High-Resolution Digital Terrain Models from Mars Express HRSC-Data,
PhEngRS(75), No. 9, September 2009, pp. 1127-1142.
WWW Link. 0910
The methodology and procedures for the derivation of highresolution DTMs from data of the Mars Express High Resolution Stereo Camera (HRSC) by the experiment team, and report on related processing test series and quality assessment.
See also Mars Express HRSC Data Processing: Methods and Operational Aspects.
See also HRSC on Mars Express: Photogrammetric and Cartographic Research. BibRef

Salamuniccar, G., Loncaric, S.,
Method for Crater Detection From Martian Digital Topography Data Using Gradient Value/Orientation, Morphometry, Vote Analysis, Slip Tuning, and Calibration,
GeoRS(48), No. 5, May 2010, pp. 2317-2329.
IEEE DOI 1006
BibRef

Jagert, F.[Felix], Hauber, E.[Ernst],
Age Determination of Martian Low Shield Volcanoes by Crater Size-Frequency Measurements,
PFG(2012), No. 2, 2012, pp. 177-185.
WWW Link. 1211
BibRef

Wang, Y.[Yexin], Di, K.C.[Kai-Chang], Xin, X.[Xin], Wan, W.H.[Wen-Hui],
Automatic detection of Martian dark slope streaks by machine learning using HiRISE images,
PandRS(129), No. 1, 2017, pp. 12-20.
Elsevier DOI 1706
Dark slope streak. BibRef

Jiang, C.[Cheng], Douté, S.[Sylvain], Luo, B.[Bin], Zhang, L.P.[Liang-Pei],
Fusion of photogrammetric and photoclinometric information for high-resolution DEMs from Mars in-orbit imagery,
PandRS(130), No. 1, 2017, pp. 418-430.
Elsevier DOI 1708
BibRef

Solarna, D., Gotelli, A., Le Moigne, J., Moser, G., Serpico, S.B.,
Crater Detection and Registration of Planetary Images Through Marked Point Processes, Multiscale Decomposition, and Region-Based Analysis,
GeoRS(58), No. 9, September 2020, pp. 6039-6058.
IEEE DOI 2008
Feature extraction, Image registration, Mars, Image edge detection, Moon, Support vector machines, Remote sensing, Crater detection, wavelets BibRef

Douté, S., Jiang, C.,
Small-Scale Topographical Characterization of the Martian Surface With In-Orbit Imagery,
GeoRS(58), No. 1, January 2020, pp. 447-460.
IEEE DOI 2001
Mars, Surface topography, Spatial resolution, Mathematical model, Cameras, Planetary orbits, Mars, image processing, surface processes, topography BibRef

Wilhelm, T.[Thorsten], Geis, M.[Melina], Püttschneider, J.[Jens], Sievernich, T.[Timo], Weber, T.[Tobias], Wohlfarth, K.[Kay], Wöhler, C.[Christian],
DoMars16k: A Diverse Dataset for Weakly Supervised Geomorphologic Analysis on Mars,
RS(12), No. 23, 2020, pp. xx-yy.
DOI Link 2012
BibRef

Chen, L.[Lu], Xu, Y.[Yi], Li, B.[Bo],
Comparitive Study of the Geomorphological Characteristics of Valley Networks between Mars and the Qaidam Basin,
RS(13), No. 21, 2021, pp. xx-yy.
DOI Link 2112
BibRef

Hsu, C.Y.[Chia-Yu], Li, W.W.[Wen-Wen], Wang, S.[Sizhe],
Knowledge-Driven GeoAI: Integrating Spatial Knowledge into Multi-Scale Deep Learning for Mars Crater Detection,
RS(13), No. 11, 2021, pp. xx-yy.
DOI Link 2106
BibRef

Kirk, R.L.[Randolph L.], Mayer, D.P.[David P.], Fergason, R.L.[Robin L.], Redding, B.L.[Bonnie L.], Galuszka, D.M.[Donna M.], Hare, T.M.[Trent M.], Gwinner, K.[Klaus],
Evaluating Stereo Digital Terrain Model Quality at Mars Rover Landing Sites with HRSC, CTX, and HiRISE Images,
RS(13), No. 17, 2021, pp. xx-yy.
DOI Link 2109
BibRef

Sutton, S.S.[Sarah S.], Chojnacki, M.[Matthew], McEwen, A.S.[Alfred S.], Kirk, R.L.[Randolph L.], Dundas, C.M.[Colin M.], Schaefer, E.I.[Ethan I.], Conway, S.J.[Susan J.], Diniega, S.[Serina], Portyankina, G.[Ganna], Landis, M.E.[Margaret E.], Baugh, N.F.[Nicole F.], Heyd, R.[Rodney], Byrne, S.[Shane], Tornabene, L.L.[Livio L.], Ojha, L.[Lujendra], Hamilton, C.W.[Christopher W.],
Revealing Active Mars with HiRISE Digital Terrain Models,
RS(14), No. 10, 2022, pp. xx-yy.
DOI Link 2206
BibRef

Kirk, R.L.[Randolph L.], Fergason, R.L.[Robin L.], Redding, B.L.[Bonnie L.], Galuszka, D.M.[Donna M.], Smith, E., Mayer, D.P.[David P.], Hare, T.M.[Trent M.], Gwinner, K.[Klaus],
Evaluating Stereo DTM Quality At Jezero Crater, Mars with Hrsc, Ctx, And Hirise Images,
ISPRS20(B3:1129-1136).
DOI Link 2012
BibRef

Wu, X.[Xing], Zhang, X.[Xia], Mustard, J.[John], Tarnas, J.[Jesse], Lin, H.L.[Hong-Lei], Liu, Y.[Yang],
Joint Hapke Model and Spatial Adaptive Sparse Representation with Iterative Background Purification for Martian Serpentine Detection,
RS(13), No. 3, 2021, pp. xx-yy.
DOI Link 2102
BibRef

Liu, J.[Jia], Yue, Z.Y.[Zong-Yu], Di, K.C.[Kai-Chang], Gou, S.[Sheng], Niu, S.L.[Sheng-Li],
A Study about the Temporal Constraints on the Martian Yardangs' Development in Medusae Fossae Formation,
RS(13), No. 7, 2021, pp. xx-yy.
DOI Link 2104
BibRef

Wang, Y.[Ying], Feng, X.[Xuan], Zhou, H.Q.[Hao-Qiu], Dong, Z.[Zejun], Liang, W.J.[Wen-Jing], Xue, C.[Cewen], Li, X.T.[Xiao-Tian],
Water Ice Detection Research in Utopia Planitia Based on Simulation of Mars Rover Full-Polarimetric Subsurface Penetrating Radar,
RS(13), No. 14, 2021, pp. xx-yy.
DOI Link 2107
BibRef

Shozaki, H.[Hiroki], Sekine, Y.[Yasuhito], Guttenberg, N.[Nicholas], Komatsu, G.[Goro],
Recognition and Classification of Martian Chaos Terrains Using Imagery Machine Learning: A Global Distribution of Chaos Linked to Groundwater Circulation, Catastrophic Flooding, and Magmatism on Mars,
RS(14), No. 16, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Xiao, H.F.[Hai-Feng], Stark, A.[Alexander], Chen, H.[Hao], Oberst, J.[Jürgen],
Recomputation and Updating of MOLA Geolocation,
RS(14), No. 9, 2022, pp. xx-yy.
DOI Link 2205
MOLA: Mars Orbiter Laser Altimeter. BibRef

Han, S.T.[Song-Tao], Man, H.J.[Hai-Jun], Wang, M.[Mei], Zhou, Z.J.[Zhi-Jin], Cao, J.F.[Jian-Feng], Gao, W.[Wei], Chen, L.[Lue], Ping, J.S.[Jin-Song],
Analysis and Demonstration of First Cross-Support Interferometry Tracking in China Mars Mission,
RS(14), No. 16, 2022, pp. xx-yy.
DOI Link 2208
BibRef

Dai, Y.Q.[Yu-Qi], Zheng, T.[Tie], Xue, C.B.[Chang-Bin], Zhou, L.[Li],
SegMarsViT: Lightweight Mars Terrain Segmentation Network for Autonomous Driving in Planetary Exploration,
RS(14), No. 24, 2022, pp. xx-yy.
DOI Link 2212
BibRef

Ruj, T.[Trishit], Komatsu, G.[Goro], Schmidt, G.[Gene], Karunatillake, S.[Suniti], Kawai, K.[Kenji],
Tectonism of Late Noachian Mars: Surface Signatures from the Southern Highlands,
RS(14), No. 22, 2022, pp. xx-yy.
DOI Link 2212
BibRef

Oliva, F.[Fabrizio], d'Aversa, E.[Emiliano], Bellucci, G.[Giancarlo], Carrozzo, F.G.[Filippo Giacomo], Lozano, L.R.[Luca Ruiz], Karatekin, Ö.[Özgür], Daerden, F.[Frank], Thomas, I.R.[Ian R.], Ristic, B.[Bojan], Patel, M.R.[Manish R.], Lopez-Moreno, J.J.[José Juan], Vandaele, A.C.[Ann Carine], Sindoni, G.[Giuseppe],
Minimum Noise Fraction Analysis of TGO/NOMAD LNO Channel High-Resolution Nadir Spectra of Mars,
RS(15), No. 24, 2023, pp. 5741.
DOI Link 2401
BibRef

Chen, D.[Dong], Hu, F.[Fan], Mathiopoulos, P.T.[P. Takis], Zhang, Z.X.[Zhen-Xin], Peethambaran, J.[Jiju],
MC-UNet: Martian Crater Segmentation at Semantic and Instance Levels Using U-Net-Based Convolutional Neural Network,
RS(15), No. 1, 2023, pp. xx-yy.
DOI Link 2301
BibRef

Tang, T.Q.[Tian-Qi], Meng, Z.G.[Zhi-Guo], Lian, Y.[Yi], Wei, Z.R.[Zhao-Ran], Dong, X.G.[Xue-Gang], Wang, Y.Z.[Yong-Zhi], Wang, M.C.[Ming-Chang], Cai, Z.C.[Zhan-Chuan], Zhang, X.P.[Xiao-Ping], Gusev, A.[Alexander], Zhang, Y.Z.[Yuan-Zhi],
Extracting Mare-like Cryptomare Deposits in Cryptomare Regions Based on CE-2 MRM Data Using SVM Method,
RS(15), No. 8, 2023, pp. 2010.
DOI Link 2305
BibRef

Zhong, Z.[Zhen], Wen, Q.[Qilin], Yan, J.G.[Jian-Guo], Pang, L.J.[Li-Jun],
The Mean Moment of Inertia for Irregularly Shaped Phobos and Its Application to the Constraint for the Two-Layer Interior Structure for the Martian Moon,
RS(15), No. 12, 2023, pp. xx-yy.
DOI Link 2307
BibRef

Zhong, S.C.[Shi-Chao], Wang, Y.[Yibo], Zheng, Y.[Yikang], Chen, L.[Ling],
Mars Rover Penetrating Radar Modeling and Interpretation Considering Linear Frequency Modulation Source and Tilted Antenna,
RS(15), No. 13, 2023, pp. 3423.
DOI Link 2307
BibRef

Liu, W.C.[Wai Chung], Wu, B.[Bo],
Atmosphere-aware photoclinometry for pixel-wise 3D topographic mapping of Mars,
PandRS(204), 2023, pp. 237-256.
Elsevier DOI 2310
3D Mapping, Atmosphere-aware, Photoclinometry, Mars, HiRISE, CTX, HiRIC BibRef

Nerozzi, S.[Stefano], Christoffersen, M.S.[Michael S.], Holt, J.W.[John W.], Hamilton, C.W.[Christopher W.],
Evidence of Widespread Volcanic Activity near Hebrus Valles on Mars Revealed by SHARAD,
RS(15), No. 20, 2023, pp. 4967.
DOI Link 2310
BibRef

Liu, M.[Min], Chen, L.[Lue], Jian, N.[Nianchuan], Guo, P.[Peng], Kong, J.[Jing], Wang, M.[Mei], Han, Q.Q.[Qian-Qian], Ping, J.S.[Jin-Song], Wu, M.J.[Meng-Jie],
Preliminary Estimations of Mars Atmospheric and Ionospheric Profiles from Tianwen-1 Radio Occultation One-Way, Two-Way, and Three-Way Observations,
RS(15), No. 23, 2023, pp. 5506.
DOI Link 2312
BibRef

Shimizu, Y.[Yuta], Miyamoto, H.[Hideaki], Kameda, S.[Shingo],
Optimizing Image Compression Ratio for Generating Highly Accurate Local Digital Terrain Models: Experimental Study for Martian Moons eXploration Mission,
RS(15), No. 23, 2023, pp. 5500.
DOI Link 2312
BibRef

Wang, B.L.[Bin-Liang], Zhao, S.M.[Shuang-Ming], Guo, X.Y.[Xin-Yi], Yu, G.R.[Guo-Rong],
A Mars Local Terrain Matching Method Based on 3D Point Clouds,
RS(16), No. 9, 2024, pp. 1620.
DOI Link 2405
BibRef

Cao, Z.[Zhen], Kang, Z.Z.[Zhi-Zhong], Hu, T.[Teng], Yang, Z.[Ze], Chen, D.[Dong], Ren, X.L.[Xiao-Lan], Meng, Q.Y.[Qing-Yu], Wang, D.[Dong],
AiTARs-Net: A novel network for detecting arbitrary-oriented transverse aeolian ridges from Tianwen-1 HiRIC images,
PandRS(211), 2024, pp. 135-155.
Elsevier DOI Code:
WWW Link. 2405
Tianwen-1, Mars exploration, Transverse aeolian ridges, Deep learning, Arbitrary-oriented detector BibRef

Zhang, C.[Cheng], Chen, J.P.[Jian-Ping], Pan, Y.W.[Yi-Wen], Wu, S.S.[Shuang-Shuang], Chen, J.[Jian], Hu, X.X.[Xiao-Xia], Pang, Y.[Yue], Liu, X.T.[Xue-Ting], Wang, K.[Ke],
Geomorphology, Mineralogy, and Chronology of Mare Basalts in the Oceanus Procellarum Region,
RS(16), No. 4, 2024, pp. 634.
DOI Link 2402
BibRef

Zheng, N.[Naihuan], Ding, C.Y.[Chun-Yu], Su, Y.[Yan], Orosei, R.[Roberto],
Water Ice Resources on the Shallow Subsurface of Mars: Indications to Rover-Mounted Radar Observation,
RS(16), No. 5, 2024, pp. 824.
DOI Link 2403
BibRef

Xu, W.[Weiye], Chen, Z.L.[Zhu-Lin], Zhang, H.F.[Hui-Fang], Jia, K.[Kun], Yang-Zom, D.[Degyi], Zhao, X.[Xiang], Yao, Y.J.[Yun-Jun], Zhang, X.T.[Xiao-Tong],
Automatic Martian Polar Ice Cap Extraction Algorithm for Remote Sensing Data and Analysis of Their Spatiotemporal Variation Characteristics,
RS(16), No. 7, 2024, pp. 1201.
DOI Link 2404
BibRef

Shu, X.[Xin], Ye, H.X.[Hong-Xia],
Automatic Extraction of Martian Subsurface Layer from Radargrams Based on PDE Denoising and KL Filter,
RS(16), No. 7, 2024, pp. 1123.
DOI Link 2404
BibRef

Chen, J.[Jingran], Chen, S.B.[Sheng-Bo], Ma, M.[Ming], Jiang, Y.J.[Yi-Jun],
Lunar High Alumina Basalts in Mare Imbrium,
RS(16), No. 11, 2024, pp. 2045.
DOI Link 2406
BibRef

Rastinasab, V.[Vahid], Hu, W.D.[Wei-Dong], Saghamanesh, M.[Mohammadreza], Kerrouche, K.D.E.[Kamel Djamel Eddine], Tahmasebi, M.K.[Mohammad Kazem],
MeSat Mission: Exploring Martian Environment with THz Radiometer Payload and Optimal Trajectory,
RS(16), No. 11, 2024, pp. 1893.
DOI Link 2406
BibRef

Zhang, J.[Jie], Sheng, Z.[Zheng], He, M.Y.[Ming-Yuan],
The Atmospheric Heating Mechanism over the Tharsis Bulge of Mars and the Impact of Global Dust Storms,
RS(16), No. 11, 2024, pp. 1950.
DOI Link 2406
BibRef

Wu, B.[Bing], Xu, R.[Rui], Liu, C.Y.[Cheng-Yu], He, Z.P.[Zhi-Ping],
In-orbit detection of the spectral smile for the Mars Mineral Spectrometer,
PandRS(216), 2024, pp. 32-44.
Elsevier DOI Code:
WWW Link. 2408
Central wavelength shift, FWHM variation, Hyperspectral, MMS, Spectral smile BibRef

Viúdez-Moreiras, D.[Daniel], Saiz-Lopez, A.[Alfonso], Smith, M.D.[Michael D.], Apestigue, V.[Víctor], Arruego, I.[Ignacio], García, E.[Elisa], Jiménez, J.J.[Juan J.], Rodriguez-Manfredi, J.A.[José A.], Toledo, D.[Daniel], Wolff, M.[Mike], Zorzano, M.P.[María-Paz],
Ozone Detector Based on Ultraviolet Observations on the Martian Surface,
RS(16), No. 20, 2024, pp. 3914.
DOI Link 2411
BibRef

Liu, Y.[Ye], Kong, W.[Wei], Shen, X.[Xue], Chen, T.[Tao], Huang, G.[Genghua],
Research on the Detection Method of Martian Atmospheric Temperature and Pressure Profile Based on Laser Occultation Technology,
RS(17), No. 1, 2025, pp. 87.
DOI Link 2501
BibRef

Ruiz, J.[Javier], Parro, L.M.[Laura M.], Egea-González, I.[Isabel], Romeo, I.[Ignacio], Álvarez-Lozano, J.[Julia], Jiménez-Díaz, A.[Alberto],
The Surface Heat Flow of Mars at the Noachian-Hesperian Boundary,
RS(17), No. 2, 2025, pp. 274.
DOI Link 2502
BibRef

Jiao, L.L.[Lei-Lei], Luo, P.[Peng], Huang, R.[Rong], Xu, Y.S.[Yu-Sheng], Ye, Z.[Zhen], Liu, S.[Sicong], Liu, S.J.[Shi-Jie], Tong, X.H.[Xiao-Hua],
Modeling hydrous mineral distribution on Mars with extremely sparse data: A multi-scale spatial association modeling framework,
PandRS(222), 2025, pp. 16-32.
Elsevier DOI 2503
Mars, Remote sensing, Spatial association, Geostatistical interpolation, Hydrous minerals BibRef

Ruíz, M.[María], Sebastián-Martínez, E.[Eduardo], Rodríguez-Manfredi, J.A.[Jose Antonio], Pla-García, J.[Jorge], de la Torre-Juarez, M.[Manuel], Rafkin, S.C.R.[Scot C. R.],
Meteorological Changes Across Curiosity Rover's Traverse Using REMS Measurements and Comparisons Between Measurements and MRAMS Model Results,
RS(17), No. 3, 2025, pp. 368.
DOI Link 2502
BibRef

Shaposhnikov, D.S.[Dmitry S.], Grygalashvyly, M.[Mykhaylo], Medvedev, A.S.[Alexander S.], Sonnemann, G.R.[Gerd Reinhold], Hartogh, P.[Paul],
Morphology of the Excited Hydroxyl in the Martian Atmosphere: A Model Study: Where to Search for Airglow on Mars?,
RS(16), No. 2, 2024, pp. 291.
DOI Link 2402
BibRef

Yang, C.[Chen], Zhang, N.[Nan], Guan, R.[Renchu], Zhao, H.[Haishi],
Mapping Cones on Mars in High-Resolution Planetary Images with Deep Learning-Based Instance Segmentation,
RS(16), No. 2, 2024, pp. 227.
DOI Link 2402
BibRef

Yu, A.[Aijie], Wang, H.[Hubiao], An, D.[Delong], Shi, H.[Hongling],
Evolution of Mars Water-Ice Detection Research from 1990 to 2024,
RS(17), No. 6, 2025, pp. 1023.
DOI Link 2503
BibRef

Yan, X.X.[Xiang-Xiang], Li, Z.T.[Zi-Teng], Yu, T.[Tao], Xia, C.L.[Chun-Liang],
Temporal and Spatial Prediction of Column Dust Optical Depth Trend on Mars Based on Deep Learning,
RS(17), No. 8, 2025, pp. 1472.
DOI Link 2505
BibRef


Jr, T.C.[Timothy Chase], Dantu, K.[Karthik],
Mars: Multi-view Attention Regularizations for Patch-based Feature Recognition of Space Terrain,
ECCV24(LXIV: 219-239).
Springer DOI 2412
BibRef

Paheding, S.[Sidike], Reyes, A.A.[Abel A.], Rajaneesh, A., Sajinkumar, K.S., Oommen, T.[Thomas],
MarsLS-Net: Martian Landslides Segmentation Network and Benchmark Dataset,
WACV24(8221-8230)
IEEE DOI Code:
WWW Link. 2404
Earth, Deep learning, Image segmentation, Computational modeling, Neurons, Vegetation mapping, Applications, Environmental monitoring / climate change / ecology BibRef

Lomashvili, A.[Ana], Rammelkamp, K.[Kristin], Gasnault, O.[Olivier], Bhattacharjee, P.[Protim], Clavé, E.[Elise], Egerland, C.H.[Christoph H.], Schröder, S.[Susanne], Demir, B.[Begüm], Lanza, N.L.[Nina L.],
Optimized Martian Dust Displacement Detection Using Explainable Machine Learning,
AI4Space24(6779-6788)
IEEE DOI 2410
Support vector machines, Backpropagation, Accuracy, Instruments, Pipelines, Feature extraction, Extraterrestrial measurements, Random Forest BibRef

Reyes, A.A.[Abel A.], Paheding, S.[Sidike], Rajaneesh, A., Sajinkumar, K.S., Oommen, T.[Thomas],
C-PLES: Contextual Progressive Layer Expansion with Self-attention for Multi-class Landslide Segmentation on Mars using Multimodal Satellite Imagery,
PBVS23(354-364)
IEEE DOI 2309
BibRef

Giusti, L.[Lorenzo], Garcia, J.[Josue], Cozine, S.[Steven], Suen, D.[Darrick], Nguyen, C.[Christina], Alimo, R.[Ryan],
MaRF: Representing Mars as Neural Radiance Fields,
AI4Space22(53-65).
Springer DOI 2304
BibRef

Koßmann, D.[Dominik], Matei, A.[Arthur], Wilhelm, T.[Thorsten], Fink, G.A.[Gernot A.],
Image Augmentations in Planetary Science: Implications in Self-Supervised Learning and Weakly-Supervised Segmentation on Mars,
ICPR22(2800-2806)
IEEE DOI 2212
Mars, Image segmentation, Self-supervised learning, Task analysis, Remote sensing BibRef

Panambur, T.[Tejas], Chakraborty, D.[Deep], Meyer, M.[Melissa], Milliken, R.[Ralph], Learned-Miller, E.G.[Erik G.], Parente, M.[Mario],
Self-Supervised Learning to Guide Scientifically Relevant Categorization of Martian Terrain Images,
EarthVision22(1321-1331)
IEEE DOI 2210
Space vehicles, Mars, Image recognition, Navigation, Databases, Taxonomy, Self-supervised learning BibRef

Kirk, R.L., Mayer, D., Redding, B.L., Galuszka, D.M., Fergason, R.L., Hare, T.M., Gwinner, K.,
Further Adventures in Mars DTM Quality: Smoothing Errors, Sharpening Details,
ISPRS21(B3-2021: 659-666).
DOI Link 2201
BibRef

Muller, J.P., Tao, Y., Putri, A.R.D., Conway, S.J.,
3d Multi-resolution Mapping of Mars Using CASP-GO on HRSC, CRISM, CTX and HIRISE,
ISPRS21(B3-2021: 667-671).
DOI Link 2201
BibRef

Hess, M., Wohlfarth, K., Grumpe, A., Wöhler, C., Ruesch, O., Wu, B.,
Atmospherically Compensated Shape From Shading On The Martian Surface: Towards The Perfect Digital Terrain Model of Mars,
PRSM19(1405-1411).
DOI Link 1912
BibRef

Christoff, N.[Nicole], Manolova, A.[Agata], Jorda, L.[Laurent], Viseur, S.[Sophie], Bouley, S.[Sylvain], Mari, J.L.[Jean-Luc],
Level-Set Based Algorithm for Automatic Feature Extraction on 3D Meshes: Application to Crater Detection on Mars,
ICCVG18(103-114).
Springer DOI 1810
BibRef

Muller, J.P.[Jan-Peter], Tao, Y.[Yu], Sidiropoulos, P.[Panagiotis], Gwinner, K.[Klaus], Willner, K.[Konrad], Fanara, L.[Lida], Waehlisch, M.[Marita], van Gasselt, S.[Stephan], Walter, S.[Sebastian], Steikert, R.[Ralf], Schreiner, B.[Bjoern], Ivanov, A.[Anton], Cantini, F.[Federico], Wardlaw, J.[Jessica], Morley, J.[Jeremy], Sprinks, J.[James], Giordano, M.[Michele], Marsh, S.[Stuart], Kim, J.[Jungrack], Houghton, R.[Robert], Bamford, S.[Steven],
EU-FP7-Imars: Analysis Of Mars Multi-resolution Images Using Auto-coregistration, Data Mining And Crowd Source Techniques: Processed Results: A First Look,
ISPRS16(B4: 453-458).
DOI Link 1610
BibRef

Campbell, J.[Jacqueline], Sidiropoulos, P.[Panagiotis], Muller, J.P.[Jan-Peter],
IR Spectral Mapping Of The Martian South Polar Residual Cap Using Crism,
ISPRS16(B7: 71-75).
DOI Link 1610
Detecion of Polycyclic aromatic hydrocarbons. BibRef

Barata, T.[Teresa], Alves, E.I.[E. Ivo], Saraiva, J.[José], Pina, P.[Pedro],
Automatic Recognition of Impact Craters on the Surface of Mars,
ICIAR04(II: 489-496).
Springer DOI 0409
BibRef

Chapter on Cartography, Aerial Images, Buildings, Roads, Terrain, Forests, Trees, ATR continues in
Moon, Lunar Terrain, Lunar Analysis .


Last update:May 5, 2025 at 20:47:32