新潟大学学術リポジトリ Nuar >
060 工学部 = Faculty of Engineering >
40 学会発表資料 = Conference Paper/Presentation >
04 電子情報通信学会 >
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Title | : | Stable Parameter Estimation of Compound Wishart Distribution for Polarimetric SAR Data Modeling |
Authors | : | Cui, Yi Yamada, Hiroyoshi Yamaguchi, Yoshio |
Publisher | : | The Institute of Electronics, Information and Communication Engineers |
Issue Date | : | Oct-2013 |
Journal Title | : | International Symposium on Antennas and Propagation |
Volume | : | 2013 |
Issue | : | TA-1(D)-3 |
Abstract | : | This paper investigates the parameter estimation of compound Wishart distribution for statistical modeling of polarimetric synthetic aperture radar data. We show that the recently proposed method of matrix log-cumulant may lead to non-invertible equations and cause unstable performances. In order to overcome such difficulty, we proposed a Bayesian-based method to re-estimate the log-cumulants. Simulation experiment demonstrates that the proposed algorithm provides both improved and stabler results. Finally, we present an application of the new method for texture analysis of the Germany F-SAR polarimetric data. |
Type Local | : | 会議発表論文 |
Language | : | eng |
Format | : | application/pdf |
URI | : | http://hdl.handle.net/10191/30816 |
fullTextURL | : | http://dspace.lib.niigata-u.ac.jp/dspace/bitstream/10191/30816/1/ISAP2013_TA-1(D)-3.pdf |
Relation | : | http://ap-s.ei.tuat.ac.jp/isapx/2013/pdf/305_3_0.pdf |
Rights | : | Copyright(C)2013 IEICE 本文データは学協会の許諾に基づきホームページから複製したものである |
Appears in Collections | : | 04 電子情報通信学会
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Please use this identifier to cite or link to this item:
http://hdl.handle.net/10191/30816
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