Advanced search
Publication Cover
Remote Sensing Letters Volume 6, 2015 - Issue 11
Submit an article Journal homepage
225
Views
7
CrossRef citations to date
0
Altmetric
Original Articles

Dimensionality reduction and coloured noise removal from hyperspectral images

S. BourennaneEcole Centrale Marseille, Aix Marseille Université, Institut Fresnel CNRS, Marseille, FranceCorrespondence[email protected]
&
C. FossatiEcole Centrale Marseille, Aix Marseille Université, Institut Fresnel CNRS, Marseille, France
Pages 854-863 | Received 06 May 2015, Accepted 11 Aug 2015, Published online: 14 Sep 2015

References

  • Archibald, R., and G. Fann. 2007. “Feature Selection and Classification of Hyperspectral Images with Support Vector Machines.” IEEE Geoscience and Remote Sensing Letters 4: 674–677. doi:10.1109/LGRS.2007.905116.
  • Bourennane, S., C. Fossati, and A. Cailly. 2011. “Improvement of Target-Detection Algorithms Based on Adaptive Three-Dimensional Filtering.” IEEE Transactions on Geoscience and Remote Sensing 49: 1383–1395. doi:10.1109/TGRS.2010.2076288.
  • Daubechies, I. 1988. “Orthonormal Bases of Compactly Supported Wavelets.” Communications on Pure and Applied Mathematics 41: 909–996. doi:10.1002/(ISSN)1097-0312.
  • De Lathauwer, L., B. De Moor, and J. Vandewalle. 2000. “A Multilinear Singular Value Decomposition.” SIAM Journal on Matrix Analysis and Applications 21: 1253–1278. doi:10.1137/S0895479896305696.
  • Kerekes, J., and J. Baum. 2003. “Hyperspectral Imaging System Modeling.” Lincoln Laboratory Journal 14: 117–130.
  • Kolda, T. G., and B. W. Bader. 2009. “Tensor Decompositions and Applications.” SIAM Review 51: 455–500. doi:10.1137/07070111X.
  • Kuybeda, O., D. Malah, and M. Barzohar. 2007. “Rank Estimation and Redundancy Reduction of High-Dimensional Noisy Signals with Preservation of Rare Vectors.” IEEE Transactions on Signal Processing 55: 5579–5592. doi:10.1109/TSP.2007.901645.
  • Letexier, D., S. Bourennane, and J. Blanc-Talon. 2008. “Nonorthogonal Tensor Matricization for Hyperspectral Image Filtering.” IEEE Geoscience and Remote Sensing Letters 5: 3–7. doi:10.1109/LGRS.2007.905117.
  • Liu, X., S. Bourennane, and C. Fossati. 2012. “Nonwhite Noise Reduction in Hyperspectral Images.” IEEE Geoscience and Remote Sensing Letters 9: 368–372. doi:10.1109/LGRS.2011.2169041.
  • Mallat, S. 1989. “A Theory for Multiresolution Signal Decomposition: The Wavelet Representation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 11: 674–693. doi:10.1109/34.192463.
  • Manolakis, D., D. Marden, and G. Shaw. 2003. “Hyperspectral Image Processing for Automatic Target Detection Applications.” Linc Laboratory Journal 14: 79–116.
  • Muti, D., and S. Bourennane. 2007. “Survey on Tensor Signal Algebraic Filtering.” Signal Processing 87: 237–249. doi:10.1016/j.sigpro.2005.12.016.
  • Renard, N., and S. Bourennane. 2008. “Improvement of Target Detection Methods by Multiway Filtering.” IEEE Transactions on Geoscience and Remote Sensing 46: 2407–2417. doi:10.1109/TGRS.2008.918419.
  • Roger, R. E. 1996. “Principal Components Transform with Simple, Automatic Noise Adjustment.” International Journal of Remote Sensing 17: 2719–2727. doi:10.1080/01431169608949102.
  • Song, H., G. Wang, and K. Zhang. 2014. “Hyperspectral Image Denoising via Low-Rank Matrix Recovery.” Remote Sensing Letters 5: 872–881. doi:10.1080/2150704X.2014.973997.
  • Xiao, Z., and S. Bourennane. 2014. “Constrained Nonnegative Matrix Factorization and Hyperspectral Image Dimensionality Reduction.” Remote Sensing Letters 5: 46–54. doi:10.1080/2150704X.2013.870674.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.