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2015 | OriginalPaper | Buchkapitel

24. Similarity Factor Based on Coherence in PolSAR Change Detection

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Abstract

This paper presents a new change detection method based on coherence characteristics between channels in Polarimetric Synthetic Aperture Radar (PolSAR) images to change detection. It aims at solving the problem that information sources of change detection measure are limited to image intensity information usually in PolSAR change detection. In this method, by using channel coherence information extracted from polarimetric covariance matrix, and relying on the entropy character, we obtain the similarity factor of improved information sources to change detection. Finally, set a threshold to distinguish the changed targets. Simulations and experiments are carried out to assess and evaluate the performance of the proposed method. A comparison between the proposed and the other well-known change detection methods is shown, which indicates that the proposed method performs well in change detection.

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Literatur
1.
Zurück zum Zitat Cui S, Datcu M, Gueguen L (2011) Information theoretical similarity measure for change detection. In: Joint Urban Remote Sensing Event (JURSE), Munich, 2011. IEEE, pp 69–72 Cui S, Datcu M, Gueguen L (2011) Information theoretical similarity measure for change detection. In: Joint Urban Remote Sensing Event (JURSE), Munich, 2011. IEEE, pp 69–72
2.
Zurück zum Zitat Conradsen K, Nielsen AA, Schou J, Skriver H (2003) A test statistics in the complex Wishart distribution and its application to change detection in polarimetric SAR data. IEEE Trans Geosci Remote Sensing 41:4–19CrossRef Conradsen K, Nielsen AA, Schou J, Skriver H (2003) A test statistics in the complex Wishart distribution and its application to change detection in polarimetric SAR data. IEEE Trans Geosci Remote Sensing 41:4–19CrossRef
3.
Zurück zum Zitat Moser G, Serpico SB (2009) Unsupervised change detection from multichannel SAR data by Markovian data fusion. IEEE Trans Geosci Remote Sensing 47:2114–2128CrossRef Moser G, Serpico SB (2009) Unsupervised change detection from multichannel SAR data by Markovian data fusion. IEEE Trans Geosci Remote Sensing 47:2114–2128CrossRef
4.
Zurück zum Zitat Erten E, Reigber A, Ferro-Famil L, Hellwich O (2012) A new coherent similarity measure for temporal multichannel scene characterization. IEEE Trans Geosci Remote Sensing 50:2839–2851CrossRef Erten E, Reigber A, Ferro-Famil L, Hellwich O (2012) A new coherent similarity measure for temporal multichannel scene characterization. IEEE Trans Geosci Remote Sensing 50:2839–2851CrossRef
5.
Zurück zum Zitat Chaney RD, Burl MC, Novak LM (1990) On the performance of polarimetric target detection algorithms. In: Record of the IEEE Radar conference, Arlington, 1990. IEEE, pp 10–15 Chaney RD, Burl MC, Novak LM (1990) On the performance of polarimetric target detection algorithms. In: Record of the IEEE Radar conference, Arlington, 1990. IEEE, pp 10–15
6.
Zurück zum Zitat Novak LM (2005) Coherent change detection for multi-polarization SAR. In: Conference record of the thirty-ninth Asilomar conference on signals, systems and computers, Pacific Grove, 2005. IEEE, pp 568–573 Novak LM (2005) Coherent change detection for multi-polarization SAR. In: Conference record of the thirty-ninth Asilomar conference on signals, systems and computers, Pacific Grove, 2005. IEEE, pp 568–573
7.
Zurück zum Zitat Irving WW, Owirka GJ, Novak LM (2011) A new model for high-resolution polarimetric SAR clutter data. In: SPIE conference on synthetic aperture Radar, pp 567–576 Irving WW, Owirka GJ, Novak LM (2011) A new model for high-resolution polarimetric SAR clutter data. In: SPIE conference on synthetic aperture Radar, pp 567–576
8.
Zurück zum Zitat Goodman NR (2012) Statistical analysis based on a certain multivariate Gaussian distribution. IEEE Trans Geosci Remote Sensing 34:152–177 Goodman NR (2012) Statistical analysis based on a certain multivariate Gaussian distribution. IEEE Trans Geosci Remote Sensing 34:152–177
9.
Zurück zum Zitat Gueguen L, Pesaresi M, Ehrlich D, Lu L (2011) Urbanization analysis by mutual information based change detection between SPOT 5 panchromatic images. In: Sixth international workshop on the analysis of multi-temporal remote sensing images (multi-temp), 2011, pp 157–160 Gueguen L, Pesaresi M, Ehrlich D, Lu L (2011) Urbanization analysis by mutual information based change detection between SPOT 5 panchromatic images. In: Sixth international workshop on the analysis of multi-temporal remote sensing images (multi-temp), 2011, pp 157–160
10.
Zurück zum Zitat Kersten PR, Lee JS, Ainsworth TL (2005) A comparison of change detection statistics in POLSAR images. In: Proceedings of the IEEE international conference on geoscience and remote sensing symposium (IGARSS’05), pp 4836–4839 Kersten PR, Lee JS, Ainsworth TL (2005) A comparison of change detection statistics in POLSAR images. In: Proceedings of the IEEE international conference on geoscience and remote sensing symposium (IGARSS’05), pp 4836–4839
Metadaten
Titel
Similarity Factor Based on Coherence in PolSAR Change Detection
verfasst von
Yulin Huang
Yangchi Liu
Junjie Wu
Jianyu Yang
Copyright-Jahr
2015
DOI
https://doi.org/10.1007/978-3-319-08991-1_24

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