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<document xmlns="http://cnx.rice.edu/cnxml" xmlns:md="http://cnx.rice.edu/mdml/0.4" xmlns:m="http://www.w3.org/1998/Math/MathML" xmlns:bib="http://bibtexml.sf.net/" id="Module.2003-12-11.2946">
  <name>Image Querying with Complex Wavelets: Results of Experiments</name>
  <metadata>
  <md:version>1.3</md:version>
  <md:created>2003/12/11 01:29:46 US/Central</md:created>
  <md:revised>2003/12/16 02:04:23.441 US/Central</md:revised>
  <md:authorlist>
    <md:author id="tcm">
      <md:firstname>Tom</md:firstname>
      
      <md:surname>Mowad</md:surname>
      <md:email>tm@rice.edu</md:email>
    </md:author>
    <md:author id="venkatc">
      <md:firstname>Venkat</md:firstname>
      
      <md:surname>Chandrasekaran</md:surname>
      <md:email>venkatc@rice.edu</md:email>
    </md:author>
  </md:authorlist>

  <md:maintainerlist>
    <md:maintainer id="tcm">
      <md:firstname>Tom</md:firstname>
      
      <md:surname>Mowad</md:surname>
      <md:email>tm@rice.edu</md:email>
    </md:maintainer>
    <md:maintainer id="venkatc">
      <md:firstname>Venkat</md:firstname>
      
      <md:surname>Chandrasekaran</md:surname>
      <md:email>venkatc@rice.edu</md:email>
    </md:maintainer>
  </md:maintainerlist>
  
  <md:keywordlist>
    <md:keyword>image querying</md:keyword>
    <md:keyword>discrete wavelet transform</md:keyword>
    <md:keyword>complex discrete wavelet transform</md:keyword>
  </md:keywordlist>

  <md:abstract>Gives quantiative results for the different approaches, highlighting strenghts and weaknesses of the old and new approaches.</md:abstract>
</metadata>

  <content>
    <para id="intro">
We decided that for testing purposes we would test images from three categories:
    </para>   

<list id="cats" type="enumerated">
<item>hand-drawn images (using mspaint)</item>
<item>blurred images (which emulates scanned images)</item>
<item>shifted images</item>
</list>

<para id="p2">
From each category, we performed five tests using query images based on images from our database.  For every test image we used, except for hand drawn image 5 (shown below), the expected image was returned in the top three percent of matched images when using the complex wavelet algorithm.  Results using the real wavelet algorithm were similar, except for on shifted images, where the query images had significantly lower rankings (on the range of top 15%) than from our algorithm.
</para>

      <figure id="hand1">
        <name>hand drawn 1</name>
        <media type="image" src="hand1.jpg"/>
      </figure>

      <figure id="hand1act">
        <name>actual image</name>
        <media type="image" src="hand1act.jpg"/>
      </figure>

      <figure id="hand2">
        <name>hand drawn 2</name>
        <media type="image" src="hand2.jpg"/>
      </figure>

      <figure id="hand2act">
        <name>actual image</name>
        <media type="image" src="hand2act.jpg"/>
      </figure>

      <figure id="hand3">
        <name>hand drawn 3</name>
        <media type="image" src="hand3.jpg"/>
      </figure>

      <figure id="hand3act">
        <name>actual image</name>
        <media type="image" src="hand3act.jpg"/>
      </figure>

      <figure id="hand4">
        <name>hand drawn 4</name>
        <media type="image" src="hand4.jpg"/>
      </figure>

      <figure id="hand4act">
        <name>actual image</name>
        <media type="image" src="hand4act.jpg"/>
      </figure>

      <figure id="hand5">
        <name>hand drawn 5</name>
        <media type="image" src="hand5.jpg"/>
      </figure>

      <figure id="hand5act">
        <name>actual image</name>
        <media type="image" src="hand5act.jpg"/>
      </figure>

      <figure id="blur1">
        <name>blurred 1</name>
        <media type="image" src="blur1.jpg"/>
      </figure>

      <figure id="blur1act">
        <name>actual image</name>
        <media type="image" src="blur1act.jpg"/>
      </figure>

      <figure id="blur2">
        <name>blurred 2</name>
        <media type="image" src="blur2.jpg"/>
      </figure>

      <figure id="blur2act">
        <name>actual image</name>
        <media type="image" src="blur2act.jpg"/>
      </figure>

      <figure id="blur3">
        <name>blurred 3</name>
        <media type="image" src="blur3.jpg"/>
      </figure>

      <figure id="blur3act">
        <name>actual image</name>
        <media type="image" src="blur3act.jpg"/>
      </figure>

      <figure id="blur4">
        <name>blurred 4</name>
        <media type="image" src="blur4.jpg"/>
      </figure>

      <figure id="blur4act">
        <name>actual image</name>
        <media type="image" src="blur4act.jpg"/>
      </figure>

      <figure id="blur5">
        <name>blurred 5</name>
        <media type="image" src="blur5.jpg"/>
      </figure>

      <figure id="blur5act">
        <name>actual image</name>
        <media type="image" src="blur5act.jpg"/>
      </figure>

      <figure id="shift1">
        <name>shifted 1</name>
        <media type="image" src="shift1.jpg"/>
      </figure>

      <figure id="shift1act">
        <name>actual image</name>
        <media type="image" src="shift1act.jpg"/>
      </figure>

      <figure id="shift2">
        <name>shifted 2</name>
        <media type="image" src="shift2.jpg"/>
      </figure>

      <figure id="shift2act">
        <name>actual image</name>
        <media type="image" src="shift2act.jpg"/>
      </figure>

      <figure id="shift3">
        <name>shifted 3</name>
        <media type="image" src="shift3.jpg"/>
      </figure>

      <figure id="shift3act">
        <name>actual image</name>
        <media type="image" src="shift3act.jpg"/>
      </figure>

      <figure id="shift4">
        <name>shifted 4</name>
        <media type="image" src="shift4.jpg"/>
      </figure>

      <figure id="shift4act">
        <name>actual image</name>
        <media type="image" src="shift4act.jpg"/>
      </figure>

      <figure id="shift5">
        <name>shifted 5</name>
        <media type="image" src="shift5.jpg"/>
      </figure>

      <figure id="shift5act">
        <name>actual image</name>
        <media type="image" src="shift5act.jpg"/>
      </figure>


  </content>
  
</document>
