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<article article-type="research-article">
  <front>
    <journal-meta>
      <journal-id journal-id-type="aggregator">72010350</journal-id>
      <journal-title>Color and Imaging Conference</journal-title>
      <abbrev-journal-title>color imaging conf</abbrev-journal-title>
      <issn pub-type="ppub">2166-9635</issn><issn pub-type="epub"/>
      <publisher>
        <publisher-name>Society of Imaging Science and Technology</publisher-name>
        <publisher-loc>7003 Kilworth Lane, Springfield, VA 22151, USA</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta><article-id pub-id-type="doi">10.2352/CIC.2010.18.1.art00038</article-id>
      <article-id pub-id-type="sici">2166-9635(20100101)2010:1L.217;1-</article-id>
      <article-id pub-id-type="publisher-id">cic_v2010n1/splitsection38.xml</article-id>
      <article-id pub-id-type="other">/ist/cic/2010/00002010/00000001/art00038</article-id>
      <article-categories>
        <subj-group>
          <subject>Articles</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Automatic grouping of semantic keywords to improve image rendering</article-title>
      </title-group>
      <contrib-group>
        <contrib>
          <name>
            <surname>Lindner</surname>
            <given-names>Albrecht</given-names>
          </name>
        </contrib>
        <contrib>
          <name>
            <surname>Bonnier</surname>
            <given-names>Nicolas</given-names>
          </name>
        </contrib>
        <contrib>
          <name>
            <surname>Candemir</surname>
            <given-names>Mehmet</given-names>
          </name>
        </contrib>
        <contrib>
          <name>
            <surname>S&#xFC;sstrunk</surname>
            <given-names>Sabine</given-names>
          </name>
        </contrib>
      </contrib-group>
      <pub-date>
        <day>01</day>
        <month>01</month>
        <year>2010</year>
      </pub-date>
      <volume>2010</volume>
      <issue>1</issue>
      <fpage>217</fpage>
      <lpage>222</lpage>
      <permissions>
        <copyright-year>2010</copyright-year>
      </permissions>
      <abstract>
        <p>The ultimate goal of automatic image rendering is a system that gives at least as pleasing results as a human expert using an image manipulation program. In this article we demonstrate that the exploitation of semantic image keywords is a promising approach towards this ultimate goal.
 We develop a keyword classification scheme specifically for the purpose of automatic image rendering. Further on, we propose a method to automatically classify keywords into these classes. We discuss the results based on experiments with a database of 40'000 images, annotated on average
 by five keywords each.</p>
      </abstract>
    </article-meta>
  </front>
</article>
