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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ISPRS-Archives</journal-id>
<journal-title-group>
<journal-title>ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">ISPRS-Archives</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2194-9034</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/isprs-archives-XLII-2-W7-965-2017</article-id>
<title-group>
<article-title>A STUDY OF UNSUPERVISED CHANGE DETECTION BASED ON TEST STATISTIC
AND GAUSSIAN MIXTURE MODEL USING POLSAR SAR DATA</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yang</surname>
<given-names>Y.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Liu</surname>
<given-names>W.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Middle School Affiliated to Central China Normal University , 430079 Wuhan, China</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>The State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, 430079 Wuhan, China</addr-line>
</aff>
<pub-date pub-type="epub">
<day>13</day>
<month>09</month>
<year>2017</year>
</pub-date>
<volume>XLII-2/W7</volume>
<fpage>965</fpage>
<lpage>970</lpage>
<permissions>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p>
</license>
</permissions>
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<self-uri xlink:href="https://isprs-archives.copernicus.org/articles/isprs-archives-XLII-2-W7-965-2017.pdf">The full text article is available as a PDF file from https://isprs-archives.copernicus.org/articles/isprs-archives-XLII-2-W7-965-2017.pdf</self-uri>
<abstract>
<p>To solve the problems of existing method of change detection using fully polarimetric SAR which not takes full advantage of
polarimetric information and the result of false alarm rate of which is high, a method is proposed based on test statistic and Gaussian
mixture model in this paper. In the case of the flood disaster in Wuhan city in 2016, difference image is obtained by the likelihoodratio
parameter which is built using coherency matrix C3 or covariance matrix T3 of fully polarimetric SAR based on test statistic,
and it becomes a reality that the change information is automatic extracted by the parameter of Gaussian mixture model (GMM) of
difference image based on the expectation maximization (EM) iterative algorithm. The experimental results show that the overall
accuracy of change detection results can be improved and false alarm rate can be reduced using this method by comparison with
traditional constant false alarm rate (CFAR) method. Thus the validity and feasibility of the method is demonstrated.</p>
</abstract>
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