Hyperspectral toolkit

I created a kit to compare and validate algorithm to analyse hyperspectral image. This 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).

DOI : 10.14768/1fef012c-9054-4263-8475-b70f40b7e3b3

REFERENCE

Bernard-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, -, http://dx.doi.org/10.1029/2008JE003171

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, http://dx.doi.org/10.1016/j.pss.2006.05.035

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, http://dx.doi.org/10.1016/j.neucom.2007.07.034

Schmidt, F.; Douté, S. & Schmitt, B. WAVANGLET: An Efficient Supervised Classifier for Hyperspectral Images Geoscience and Remote Sensing, IEEE Transactions on, 2007, 45, 1374-1385, http://dx.doi.org/10.1109/TGRS.2006.890577