Articles | Volume 10, issue 3
Research article
19 May 2016
Research article |  | 19 May 2016

Sensitivity of snow density and specific surface area measured by microtomography to different image processing algorithms

Pascal Hagenmuller, Margret Matzl, Guillaume Chambon, and Martin Schneebeli

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Cited articles

Baddeley, A. and Vedel Jensen, E. B.: Stereology for statisticians, Chapman  &  Hall/CRC, Boca Raton, 395 pp., 2005.
Berthod, M., Kato, Z., Yu, S., and Zerubia, J.: Bayesian image classification using Markov random field, Image Vis. Comput., 14, 285–295,, 1996.
Boykov, Y. and Jolly, M.-P.: Interactive graph cuts for optimal boundary & region segmentation of objects in ND images, Int. Conf. Comput. Vis., 1, 105–112, 2001.
Boykov, Y. and Kolmogorov, V.: Computing geodesics and minimal surfaces via graph cuts, in: Proceedings Ninth IEEE Int. Conf. Comput. Vision 2003, vol. 1, IEEE, Nice, France, 26–33,, 2003.
Brucker, L., Picard, G., Arnaud, L., Barnola, J.-M., Schneebeli, M., Brunjail, H., Lefebvre, E., and Fily, M.: Modeling time series of microwave brightness temperature at Dome C, Antarctica, using vertically resolved snow temperature and microstructure measurements, J. Glaciol., 57, 171–182,, 2011.
Short summary
The paper focuses on the characterization of snow microstructure with X-ray microtomography, a technique that is progressively becoming the standard for snow characterization. In particular, it rigorously investigates how the image processing algorithms affect the subsequent microstructure characterization in terms of density and specific surface area. From this analysis, practical recommendations concerning the processing X-ray tomographic images of snow are provided.