A Novel Approach to Unsupervised Change Detection Based on a Semisupervised SVM and a Similarity Measure

No abstract is available for this paper.

• Publication year

  2008

• Venue

  IEEE Transactions on Geoscience and Remote Sensing

• Publication date

  2008-06-10

• Fields of study

  Computer Science, Environmental Science

• Identifiers
  DOI 10.1109/TGRS.2008.916643
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

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  2007influential reference
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  2002influential reference
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  2000influential reference
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