Hyperspectral classification reference toolkitMartian Cap : Hyperspectral Classification ReferenceThis toolkit is available upon request. Please contact Frédéric Schmidt. IntroductionThis kit contains a classified reference hyperspectral image from the OMEGA instrument (Bibring, J.P., et al., 2004) observing the South Polar Cap of Mars in January 2004. Without any available ground truth, the classification using the WAVANGLET method (Schmidt, F., et al, 2007) is used as a reference and has been confirmed by several other studies such blind source separation (Moussaoui, S., et al., 2008) and physical radiative transfer inversion (Douté, S. , et al., 2007 ; Bernard-Michel, C., 2009). File Content
ReferenceBernard-Michel, C.; Douté, S.; Fauvel, M.; Gardes, L. & Girard, S., Retrieval of Mars surface physical properties from OMEGA hyperspectral images using regularized sliced inverse regression, J. Geophys. Res., American Geophysical Union, 2009, 114, - Bibring, J.-P.; Soufflot, A.; Berthe, M.; Langevin, Y.; Gondet, B.; Drossart, P.; Bouye, M.; Combes, M.; Puget, P.; Semery, A.; Bellucci, G.; Formisano, V.; Moroz, V.; Kottsov, V.; Bonello, G.; Erard, S.; Forni, O.; Gendrin, A.; Manaud, N.; Poulet, F.; Poulleau, G.; Encrenaz, T.; Fouchet, T.; Melchiori, R.; Altieri, F.; Ignatiev, N.; Titov, D.; Zasova, L.; Coradini, A.; Capacionni, F.; Cerroni, P.; Fonti, S.; Mangold, N.; Pinet, P.; Schmitt, B.; Sotin, C.; Hauber, E.; Hoffmann, H.; Jaumann, R.; Keller, U.; Arvidson, R.; Mustard, J. & Forget, F., OMEGA: Observatoire pour la Mineralogie, l’Eau, les Glaces et l’Activite, ESA SP-1240: Mars Express: the Scientific Payload, 2004, 37-49 Douté, S.; Schmitt, B.; Langevin, Y.; Bibring, J.-P.; Altieri, F.; Bellucci, G.; Gondet, B.; Poulet, F. & the MEX OMEGA team, South Pole of Mars: Nature and composition of the icy terrains from Mars Express OMEGA observations, Planetary and Space Science, 2007, 55, 113-133 Moussaoui, S.; Hauksdóttir, H.; Schmidt, F.; Jutten, C.; Chanussot, J.; Brie, D.; Douté, S. & Benediktsson, J., On the decomposition of Mars hyperspectral data by ICA and Bayesian positive source separation, Neurocomputing, Neurocomputing for Vision Research; Advances in Blind Signal Processing, 2008, 71, 2194-2208 Schmidt, F.; Doute, S. & Schmitt, B., WAVANGLET: An Efficient Supervised Classifier for Hyperspectral Images, Geoscience and Remote Sensing, IEEE Transactions on, 2007, 45, 1374-1385 |
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