Randomized SVD Methods in Hyperspectral Imaging

We present a randomized singular value decomposition (rSVD) method for the purposes of lossless compression, reconstruction, classification, and target detection with hyperspectral (HSI) data. Recent work in low-rank matrix approximations obtained from random projections suggests that these approxim...

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Bibliographic Details
Main Authors: Jiani Zhang, Jennifer Erway, Xiaofei Hu, Qiang Zhang, Robert Plemmons
Format: Article
Language:English
Published: Wiley 2012-01-01
Series:Journal of Electrical and Computer Engineering
Online Access:http://dx.doi.org/10.1155/2012/409357
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