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Update README.md

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@@ -88,6 +88,7 @@ It organizes species into groups based on shared characteristics and genetic rel
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  ###### <h4> IV. RGB image
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  Original insect images from 16 most densly populated orders of the BIOSCAN-1M Insect dataset.
 
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  <div align="center">
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  <table>
@@ -99,10 +100,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
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  <td align="center" ><img src="images/Hemiptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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- <td align="center">< strong>Diptera</strong></td>
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- <td align="center"><strong>Hymenoptera</strong></td>
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- <td align="center"><strong>Coleoptera</strong></td>
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- <td align="center"><strong>Hemiptera</strong></td>
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  </tr>
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  <!-- Second Row -->
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  <tr>
@@ -112,10 +113,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
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  <td align="center" ><img src="images/Trichoptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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- <td align="center"><strong>Lepidoptera</strong></td>
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- <td align="center"><strong>Psocodea</strong></td>
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- <td align="center"><strong>Thysanoptera</strong></td>
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- <td align="center"><strong>Trichoptera</strong></td>
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  </tr>
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  <!-- Third Row -->
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  <tr>
@@ -125,10 +126,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
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  <td align="center" ><img src="images/Ephemeroptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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- <td align="center"><strong>Orthoptera</strong></td>
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- <td align="center"><strong>Blattodea</strong></td>
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- <td align="center"><strong>Neuroptera</strong></td>
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- <td align="center"><strong>Ephemeroptera</strong></td>
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  </tr>
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  <!-- Fourth Row -->
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  <tr>
@@ -138,10 +139,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
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  <td align="center" ><img src="images/Embioptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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- <td align="center"><strong>Dermaptera</strong></td>
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- <td align="center"><strong>Archaeognatha</strong></td>
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- <td align="center"><strong>Plecoptera</strong></td>
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- <td align="center"><strong>Embioptera</strong></td>
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  </tr>
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  </table>
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  </div>
 
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  ###### <h4> IV. RGB image
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  Original insect images from 16 most densly populated orders of the BIOSCAN-1M Insect dataset.
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+ The numbers below each image identify the number of images in each class, and clearly illustrate the degree of class imbalance in the BIOSCAN-1M Insect dataset.
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  <div align="center">
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  <table>
 
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  <td align="center" ><img src="images/Hemiptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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+ <td align="center"><strong>Diptera (896,234)</strong></td>
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+ <td align="center"><strong>Hymenoptera (89,311)</strong></td>
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+ <td align="center"><strong>Coleoptera (47,328)</strong></td>
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+ <td align="center"><strong>Hemiptera (46,970)</strong></td>
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  </tr>
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  <!-- Second Row -->
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  <tr>
 
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  <td align="center" ><img src="images/Trichoptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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+ <td align="center"><strong>Lepidoptera (32,538)</strong></td>
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+ <td align="center"><strong>Psocodea (9,635)</strong></td>
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+ <td align="center"><strong>Thysanoptera (2,088)</strong></td>
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+ <td align="center"><strong>Trichoptera (1,296)</strong></td>
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  </tr>
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  <!-- Third Row -->
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  <tr>
 
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  <td align="center" ><img src="images/Ephemeroptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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+ <td align="center"><strong>Orthoptera (1,057)</strong></td>
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+ <td align="center"><strong>Blattodea (824)</strong></td>
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+ <td align="center"><strong>Neuroptera (676)</strong></td>
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+ <td align="center"><strong>Ephemeroptera (96)</strong></td>
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  </tr>
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  <!-- Fourth Row -->
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  <tr>
 
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  <td align="center" ><img src="images/Embioptera.jpg" width="400px" height="400px" class="image"></td>
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  </tr>
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  <tr>
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+ <td align="center"><strong>Dermaptera (66)</strong></td>
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+ <td align="center"><strong>Archaeognatha (63)</strong></td>
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+ <td align="center"><strong>Plecoptera (30)</strong></td>
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+ <td align="center"><strong>Embioptera (6)</strong></td>
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  </tr>
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  </table>
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  </div>