Tensor based dimension reduction for polarimetric SAR data

International Geoscience and Remote Sensing Symposium (IGARSS)

Volumn , Issue , 2014, Pages 2802-2805

  Tao, Mingliang ^a   Zhou, Feng ^a   Zhang, Zijing ^a  

^a XIDIAN UNIVERSITY   (China)

Author keywords

dimension reduction; independent component analysis; radar polarimetry; synthetic aperture radar; tensor decomposition

Indexed keywords

DOMAIN DECOMPOSITION METHODS; INDEPENDENT COMPONENT ANALYSIS; POLARIMETERS; REMOTE SENSING; SYNTHETIC APERTURE RADAR; TENSORS;

DIMENSION REDUCTION; DIMENSION REDUCTION TECHNIQUES; INDEPENDENT COMPONENT ANALYSES (ICA); POLARIMETRIC FEATURES; POLARIMETRIC SYNTHETIC APERTURE RADARS; RADAR POLARIMETRY; TARGET DECOMPOSITION THEOREMS; TENSOR DECOMPOSITION;

PRINCIPAL COMPONENT ANALYSIS;

EID: 84911457692     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IGARSS.2014.6947058     Document Type: Conference Paper

References (8)

1. S. Tu, J. Chen, W. Yang, and H. Sun, "Laplacian eigenmaps-based polarimetric dimensionality reduction for SAR image classification," IEEE Trans. Geosci. Remote Sens., Vol. 50, no. 1, pp. 170-179, Jan. 2012.
2. Z. Qi, A. G. Yeh, X. Li, and Z. Lin, "A novel algorithm for land use and land cover classification using RADARSAT-2 polarimetric SAR data," Remote Sens. of Enviro., Vol. 118, pp. 21-39, Mar. 2012.
3. L. Loosvelt, J. Peters, H. Skriver et al, "Impact of reducing polarimetric SAR input on the uncertainty of crop classification based on the random forests algorithm," IEEE Trans. Geosci. Remote Sens., Vol. 50, no. 10, pp. 4185-4200, Oct. 2012.
4. J. S. Lee and E. Pottier, Polarimetric radar imaging: from basics to applications. Boca Raton: CRC, 2009.
5. T. Kolda and B. Bader, "Tensor decompositions and applications," SIAM Review, Vol. 51, no. 3, pp. 455-500, Aug. 2009.
6. A. Hyvärinen, "Fast and robust fixed-point algorithms for independent component analysis," IEEE Trans. Neural Netw., Vol. 10, no. 3, pp. 626-634, May. 1999.
7. N) approximation of higher-order tensors," SIAM. J. Matrix Anal. & Appl., Vol. 21, no. 4, pp. 1324-1342, Apr. 2000.
8. N. Renard and S. Bourennane, "Dimensionality reduction based on tensor modeling for classification methods," IEEE Trans. Geosci. Remote Sens., Vol. 47, no. 4, pp. 1123-1131, Apr. 2009.