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Science

Mawrth Vallis, Mars, classified using the NOAH-H deep-learning terrain classification system

Alexander M. Barretta School of Physical Sciences, The Open University, Milton Keynes, UKCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-3441-9216View further author information
ORCID Icon,
Peter Fawdona School of Physical Sciences, The Open University, Milton Keynes, UK;b Birkbeck, University of London, London, UKORCID Iconhttps://orcid.org/0000-0003-1900-8347View further author information
ORCID Icon,
Elena A. Favaroa School of Physical Sciences, The Open University, Milton Keynes, UKORCID Iconhttps://orcid.org/0000-0001-6126-5465View further author information
ORCID Icon,
Matthew R. Balmea School of Physical Sciences, The Open University, Milton Keynes, UKORCID Iconhttps://orcid.org/0000-0001-5871-7475View further author information
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Jack Wrighta School of Physical Sciences, The Open University, Milton Keynes, UK;c European Space Agency (ESA), European Space Astronomy Centre (ESAC), Madrid, SpainORCID Iconhttps://orcid.org/0000-0003-0481-0863View further author information
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Mark J. Woodsd SCISYS Ltd, Methuen Park, Chippenham, UK;e Centre for Modelling and Simulation, Bristol, UKORCID Iconhttps://orcid.org/0000-0003-3554-7631View further author information
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Spyros Karachaliosd SCISYS Ltd, Methuen Park, Chippenham, UKView further author information
,
Eleni Bohacekf European Space Agency (ESA), European Space Research and Technology Centre (ESTEC), Noordwijk, NetherlandsORCID Iconhttps://orcid.org/0000-0002-9901-2751View further author information
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Levin Gerdesf European Space Agency (ESA), European Space Research and Technology Centre (ESTEC), Noordwijk, Netherlands;g Department of Systems Engineering and Automation, University of Málaga, Málaga, SpainORCID Iconhttps://orcid.org/0000-0001-7648-8928View further author information
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Elliot Sefton-Nashf European Space Agency (ESA), European Space Research and Technology Centre (ESTEC), Noordwijk, NetherlandsORCID Iconhttps://orcid.org/0000-0002-5583-4438View further author information
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Luc Joudrierf European Space Agency (ESA), European Space Research and Technology Centre (ESTEC), Noordwijk, NetherlandsView further author information
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Article: 2285480 | Received 30 Jun 2023, Accepted 14 Nov 2023, Published online: 28 Nov 2023

References

  • Balaram, J., Aung, M. M., & Golombek, M. P. (2021). The ingenuity helicopter on the perseverance rover. Space Science Reviews, 217(4), 1–11. https://doi.org/10.1007/s11214-021-00815-w
  • Balme, M., Berman, D. C., Bourke, M. C., & Zimbelman, J. R. (2008). Transverse Aeolian Ridges (TARs) on mars. Geomorphology, 101(4), 703–720. https://doi.org/10.1016/j.geomorph.2008.03.011
  • Balme, M., Robson, E., Barnes, R., Butcher, F., Fawdon, P., Huber, B., Ortner, T., Paar, G., Traxler, C., Bridges, J., Gupta, S., & Vago, J. L. (2018). Surface-based 3D measurements of small aeolian bedforms on Mars and implications for estimating ExoMars rover traversability hazards. Planetary and Space Science, 153, 39–53. https://doi.org/10.1016/j.pss.2017.12.008
  • Barrett, A. M., Balme, M. R., Woods, M., Karachalios, S., Petrocelli, D., Joudrier, L., & Sefton-nash, E. (2022a). NOAH-H, a deep-learning, terrain classification system for Mars : Results for the ExoMars Rover candidate landing sites. Icarus, 371, 114701. https://doi.org/10.1016/j.icarus.2021.114701
  • Barrett, A. M., Wright, J., Favaro, E., Fawdon, P., Balme, R., Woods, M. J., Karachalios, S., Bohachek, E., Sefton, E., Joudrier, L., Barrett, A. M., Wright, J., Favaro, E., Fawdon, P., Matthew, R., Woods, M. J., Karachalios, S., Bohachek, E., Sefton-nash, E., & Joudrier, L. (2022b). Oxia Planum, Mars, classified using the NOAH-H deep-learning terrain classification system. Journal of Maps, 1–14. https://doi.org/10.1080/17445647.2022.2112777
  • Chen, L. (2017). Rethinking Atrous Convolution for Semantic Image Segmentation. arXiv e-prints 1706.05587.
  • Farley, K. A., Williford, K. H., Stack, K. M., Bhartia, R., Chen, A., de la Torre, M., Hand, K., Goreva, Y., Herd, C. D. K., Hueso, R., Liu, Y., Maki, J. N., Martinez, G., Moeller, R. C., Nelessen, A., Newman, C. E., Nunes, D., Ponce, A., Spanovich, N., … Wiens, R. C. (2020). Mars 2020 mission overview. Space Science Reviews, 216(8), https://doi.org/10.1007/s11214-020-00762-y
  • Fawdon, P., Grindrod, P., Orgel, C., Sefton-Nash, E., Adeli, S., Balme, M., Cremonese, G., Davis, J., Frigeri, A., Hauber, E., Le Deit, L., Loizeau, D., Nass, A., Parks-Bowen, A., Quantin-Nataf, C., Thomas, N., Vago, J. L., & Volat, M. (2021). Journal of Maps, 17(2), 621–637. https://doi.org/10.1080/17445647.2021.1982035
  • Gwinner, K., Jaumann, R., Hauber, E., Hoffmann, H., Heipke, C., Oberst, J., Neukum, G., Ansan, V., Bostelmann, J., Dumke, A., Elgner, S., Erkeling, G., Fueten, F., Hiesinger, H., Hoekzema, N. M., Kersten, E., Loizeau, D., Matz, K. D., McGuire, P. C., … Willner, K. (2016). The High Resolution Stereo Camera (HRSC) of mars express and its approach to science analysis and mapping for Mars and its satellites. Planetary and Space Science, 126, 93–138. https://doi.org/10.1016/j.pss.2016.02.014
  • Loizeau, D., Balme, M. R., Bibring, J. P., Bridges, J. C., Fairén, A. G., Flahaut, J., Hauber, E., Lorenzoni, L., Poulakis, P., Rodionov, D., Vago, J. L., Werner, F., Westall, F., Whyte, L., & Williams, R. M. (2019). EXOMARS 2020 SURFACE MISSION: CHOOSING A LANDING SITE, in: Lunar and Planetary Science Conference XXXXX. pp. 1–2.
  • Loizeau, D., Werner, S. C., Mangold, N., Bibring, J. P., & Vago, J. L. (2012). Chronology of deposition and alteration in the Mawrth Vallis region, Mars. Planetary and Space Science, 72(1), 31–43. https://doi.org/10.1016/j.pss.2012.06.023
  • McEwen, A. S., Eliason, E. M., Bergstrom, J. W., Bridges, N. T., Hansen, C. J., Delamere, W. A., Grant, J. A., Gulick, V. C., Herkenhoff, K. E., Keszthelyi, L., kirk, R. L., Mellon, M. T., Squyres, S. W., Thomas, N., & Weitz, C. M. (2007). Mars reconnaissance orbiter’s high resolution imaging science experiment (HiRISE). Journal of Geophysical Research: Planets, 112(E5), 1–40. https://doi.org/10.1029/2005JE002605
  • Michalski, J. R., Bibring, J.-P., Poulet, F., Loizeau, D., Mangold, N., Dobrea, E. N., Bishop, J. L., Wray, J. J., McKeown, N. K., Parente, M., Hauber, E., Altieri, F., Carrozzo, F. G., & Niles, P. B. (2010). The Mawrth Vallis region of Mars: A potential landing site for the Mars science laboratory (MSL) mission. Astrobiology, 10(7), 687–703. https://doi.org/10.1089/ast.2010.0491
  • Poulet, F., Gross, C., Horgan, B., Loizeau, D., Bishop, J. L., Carter, J., & Orgel, C. (2020). Mawrth Vallis, Mars: A fascinating place for future in situ exploration. Astrobiology, 20(2), 199–234. https://doi.org/10.1089/ast.2019.2074
  • Quantin-Nataf, C., Carter, J., Mandon, L., Thollot, P., Balme, M., Volat, M., Pan, L., Loizeau, D., Millot, C., Breton, S., Dehouck, E., Fawdon, P., Gupta, S., Davis, J., Grindrod, P. M., Pacifici, A., Bultel, B., Allemand, P., Ody, A., … Broyer, J. (2021). Oxia Planum: The landing site for the ExoMars “Rosalind Franklin”. Astrobiology, 21, 345–366. https://doi.org/10.1089/ast.2019.2191
  • Smith, D. E., Zuber, M. T., Frey, H. V., Garvin, J. B., Head, J. W., Muhleman, D. O., Pettengill, G. H., Phillips, R. J., Solomon, S. C., Zwally, H. J., Banerdt, W. B., Duxbury, T. C., Golombek, M. P., Lemoine, F. G., Neumann, G. A., Rowlands, D. D., Aharonson, O., Ford, P. G., Ivanov, A. B., … Sun, X. (2001). Mars orbiter laser altimeter: Experiment summary after the first year of global mapping of Mars. Journal of Geophysical Research: Planets, 106(E10), 23689–23722. https://doi.org/10.1029/2000JE001364
  • Stack, K. M., Williams, N. R., Calef, F., Sun, V. Z., Williford, K. H., Farley, K. A., Eide, S., Flannery, D., Hughes, C., Jacob, S. R., Kah, L. C., Meyen, F., Molina, A., Nataf, C. Q., Rice, M., Russell, P., Scheller, E., Seeger, C. H., Abbey, W. J., … Aileen Yingst, R. (2020). Photogeologic map of the perseverance Rover Field site in Jezero Crater constructed by the Mars 2020. Space Science Reviews, 216(1), 2–47. https://doi.org/10.1007/s11214-019-0627-5
  • Vago, J. L., Westall, F., Coates, A. J., Jaumann, R., Korablev, O., Ciarletti, V., Mitrofanov, I., Josset, J. L., De Sanctis, M. C., Bibring, J. P., Rull, F., Goesmann, F., Steininger, H., Goetz, W., Brinckerhoff, W., Szopa, C., Raulin, F., Edwards, H. G. M., Whyte, L. G., … Carreau, C. (2017). Habitability on early Mars and the search for biosignatures with the ExoMars rover. Astrobiology, 17(6-7), 471–510. https://doi.org/10.1089/ast.2016.1533
  • Woods, M., Karachalios, S., Petrocelli, D., Barrett, A., Balme, M., & Joudrier, L. (2020). NOAH-H: Automatic classification of HiRISE images using deep learning applied to ExoMars landing site selection support and future Mars Rover operations, in: I-SAIRAS Virtual Conference (p. 8).
  • Wright, J., Barrett, A. M., Fawdon, P., Favaro, E. A., Balme, M. R., Woods, M. J., & Karachalios, S. (2022). Jezero crater, Mars: application of the deep learning NOAH-H terrain classification system. Journal of Maps, 18(2), https://doi.org/10.1080/17445647.2022.2095935

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