Févotte, Cédric and Dobigeon, Nicolas Nonlinear Hyperspectral Unmixing With Robust Nonnegative Matrix Factorization. (2015) IEEE Transactions on Image Processing, 24 (12). 4810-4819. ISSN 1057-7149
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(Document in English)
PDF (Author's version) - Requires a PDF viewer such as GSview, Xpdf or Adobe Acrobat Reader 287kB |
Official URL: http://dx.doi.org/10.1109/TIP.2015.2468177
Abstract
We introduce a robust mixing model to describe hyperspectral data resulting from the mixture of several pure spectral signatures. The new model extends the commonly used linear mixing model by introducing an additional term accounting for possible nonlinear effects, that are treated as sparsely distributed additive outliers.With the standard nonnegativity and sum-to-one constraints inherent to spectral unmixing, our model leads to a new form of robust nonnegative matrix factorization with a group-sparse outlier term. The factorization is posed as an optimization problem which is addressed with a block-coordinate descent algorithm involving majorization-minimization updates. Simulation results obtained on synthetic and real data show that the proposed strategy competes with state-of-the-art linear and nonlinear unmixing methods.
Item Type: | Article |
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Additional Information: | Thanks to Institute of Electrical and Electronics Engineers (IEEE). The definitive version is available at http://ieeexplore.ieee.org The original PDF of the article can be found at IEEE Transactions on Image Processing website : http://ieeexplore.ieee.org/xpl/abstractKeywords.jsp?arnumber=7194802 |
HAL Id: | hal-01212736 |
Audience (journal): | International peer-reviewed journal |
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Institution: | French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE) Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE) Other partners > Université Nice Sophia Antipolis (FRANCE) Other partners > Observatoire de la Côte d'Azur (FRANCE) Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE) Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE) Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE) |
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Funders: | Agence nationale de la recherche (France) - Centre national de la recherche scientifique (France) |
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Deposited On: | 07 Oct 2015 08:34 |
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