Abstract
An algorithm to deal with the delineation of impact craters in very high resolution images from the surface on Mars is introduced in this paper. This approach is built on two main steps, first on the coarse estimation of the crater rim, second on its detailed extraction. It works on images converted to polar coordinates to permit a more effective processing. The approach is tested on HiRISE images (25 cm/pixel) and validated on two different datasets according to the degree of degradation (preserved and modified) of the craters of various dimensions with errors of about 2% and 9%, respectively.
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References
Hartmann, W., Neukum, G.: Cratering chronology and the evolution of Mars. Space Science Reviews 96, 165–194 (2001)
Bandeira, L., Saraiva, J., Pina, P.: Impact crater recognition on Mars based on a probability volume created by template matching. IEEE Transactions on Geoscience and Remote Sensing 45, 4008–4015 (2007)
Bandeira, L.P.C., Saraiva, J., Pina, P.: Development of a methodology for automated crater detection on planetary images. In: Martí, J., Benedí, J.M., Mendonça, A.M., Serrat, J. (eds.) IbPRIA 2007. LNCS, vol. 4477, pp. 193–200. Springer, Heidelberg (2007)
Martins, R., Pina, P., Marques, J.S., Silveira, M.: Crater detection by a boosting approach. IEEE Geoscience and Remote Sensing Letters 6, 127–131 (2009)
Urbach, E.R., Stepinski, T.F.: Automatic detection of sub-km craters in high resolution planetary images. Planetary and Space Science 57, 880–887 (2009)
Salamunićcar, G., Lončarić, S., Pina, P., Bandeira, L., Saraiva, J.: MA130301GT catalogue of Martian impact craters and advanced evaluation of crater detection algorithms using diverse topography and image datasets. Planetary and Space Science 59, 111–131 (2011)
Mangold, N., Adeli, S., Conway, S., Ansan, V., Langlais, B.: A chronology of early Mars climatic evolution from impact crater degradation. Journal of Geophysical Research 117, E04003 (2012)
Watters, W.A., Grotzinger, J.P., Bell, J., Grant, J., Hayes, A.G., Li, R., Squyres, S.W., Zuber, M.T.: Origin of the structure and planform of small impact craters in fractured targets: Endurance Crater at Meridiani Planum, Mars. Icarus 211, 472–497 (2011)
Barata, T., Alves, E.I., Saraiva, J., Pina, P.: Automatic recognition of impact craters on the surface of Mars. In: Campilho, A.C., Kamel, M.S. (eds.) ICIAR 2004. LNCS, vol. 3212, pp. 489–496. Springer, Heidelberg (2004)
Grauman, K., Darrell, T.: Fast contour matching using approximate earth mover’s distance. In: Proceedings of Computer Vision and Pattern Recognition Conference, CVPR 2004, pp. 220–227 (2004)
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Marques, J.S., Pina, P. (2013). An Algorithm for the Delineation of Craters in Very High Resolution Images of Mars Surface. In: Sanches, J.M., Micó, L., Cardoso, J.S. (eds) Pattern Recognition and Image Analysis. IbPRIA 2013. Lecture Notes in Computer Science, vol 7887. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38628-2_25
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DOI: https://doi.org/10.1007/978-3-642-38628-2_25
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-38627-5
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