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diff --git a/site/public/datasets/cofw/index.html b/site/public/datasets/cofw/index.html
index 8925d4b8..72f222c9 100644
--- a/site/public/datasets/cofw/index.html
+++ b/site/public/datasets/cofw/index.html
@@ -17,7 +17,7 @@
<a class='slogan' href="/">
<div class='logo'></div>
<div class='site_name'>MegaPixels</div>
- <div class='splash'>COFW</div>
+ <div class='splash'>COFW Dataset</div>
</a>
<div class='links'>
<a href="/datasets/">Datasets</a>
@@ -38,10 +38,61 @@
</div><div class='meta'>
<div class='gray'>Website</div>
<div><a href='http://www.vision.caltech.edu/xpburgos/ICCV13/' target='_blank' rel='nofollow noopener'>caltech.edu</a></div>
- </div><div class='meta'><div><div class='gray'>Years</div><div>1993-1996</div></div><div><div class='gray'>Images</div><div>14,126</div></div><div><div class='gray'>Identities</div><div>1,199 </div></div><div><div class='gray'>Origin</div><div>Web Searches</div></div><div><div class='gray'>Funded by</div><div>ODNI, IARPA, Microsoft</div></div></div></div><h2>Caltech Occluded Faces in the Wild</h2>
-<p>(PAGE UNDER DEVELOPMENT)</p>
-<p>COFW is "is designed to benchmark face landmark algorithms in realistic conditions, which include heavy occlusions and large shape variations" [Robust face landmark estimation under occlusion].</p>
-<p>RESEARCH below this line</p>
+ </div></div><h2>Caltech Occluded Faces in the Wild</h2>
+<p>[ PAGE UNDER DEVELOPMENT ]</p>
+</section><section>
+ <h3>Who used COFW Dataset?</h3>
+
+ <p>
+ This bar chart presents a ranking of the top countries where dataset citations originated. Mouse over individual columns to see yearly totals. These charts show at most the top 10 countries.
+ </p>
+
+ </section>
+
+<section class="applet_container">
+<!-- <div style="position: absolute;top: 0px;right: -55px;width: 180px;font-size: 14px;">Labeled Faces in the Wild Dataset<br><span class="numc" style="font-size: 11px;">20 citations</span>
+</div> -->
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;chart&quot;}"></div>
+</section>
+
+<section class="applet_container">
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;piechart&quot;}"></div>
+</section>
+
+<section>
+
+ <h3>Biometric Trade Routes</h3>
+
+ <p>
+ To help understand how COFW Dataset has been used around the world by commercial, military, and academic organizations; existing publicly available research citing Caltech Occluded Faces in the Wild was collected, verified, and geocoded to show the biometric trade routes of people appearing in the images. Click on the markers to reveal research projects at that location.
+ </p>
+
+ </section>
+
+<section class="applet_container fullwidth">
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;map&quot;}"></div>
+</section>
+
+<div class="caption">
+ <ul class="map-legend">
+ <li class="edu">Academic</li>
+ <li class="com">Commercial</li>
+ <li class="gov">Military / Government</li>
+ </ul>
+ <div class="source">Citation data is collected using <a href="https://semanticscholar.org" target="_blank">SemanticScholar.org</a> then dataset usage verified and geolocated.</div >
+</div>
+
+
+<section class="applet_container">
+
+ <h3>Dataset Citations</h3>
+ <p>
+ The dataset citations used in the visualizations were collected from <a href="https://www.semanticscholar.org">Semantic Scholar</a>, a website which aggregates and indexes research papers. Each citation was geocoded using names of institutions found in the PDF front matter, or as listed on other resources. These papers have been manually verified to show that researchers downloaded and used the dataset to trainĀ or test machine learning algorithms.
+ </p>
+
+ <div class="applet" data-payload="{&quot;command&quot;: &quot;citations&quot;}"></div>
+</section><section><h3>(ignore) research notes</h3>
+</section><section><div class='meta'><div><div class='gray'>Years</div><div>1993-1996</div></div><div><div class='gray'>Images</div><div>14,126</div></div><div><div class='gray'>Identities</div><div>1,199 </div></div><div><div class='gray'>Origin</div><div>Web Searches</div></div><div><div class='gray'>Funded by</div><div>ODNI, IARPA, Microsoft</div></div></div><section><section><p>COFW is "is designed to benchmark face landmark algorithms in realistic conditions, which include heavy occlusions and large shape variations" [Robust face landmark estimation under occlusion].</p>
<blockquote><p>We asked four people with different levels of computer vision knowledge to each collect 250 faces representative of typical real-world images, with the clear goal of challenging computer vision methods.
The result is 1,007 images of faces obtained from a variety of sources.</p>
</blockquote>
@@ -56,25 +107,15 @@ To increase the number of training images, and since COFW has the exact same la
</section><section>
<h3>Biometric Trade Routes</h3>
-<!--
- <div class="map-sidebar right-sidebar">
- <h3>Legend</h3>
- <ul>
- <li><span style="color: #f2f293">&#9632;</span> Industry</li>
- <li><span style="color: #f30000">&#9632;</span> Academic</li>
- <li><span style="color: #3264f6">&#9632;</span> Government</li>
- </ul>
- </div>
- -->
+
<p>
- To help understand how COFW Dataset has been used around the world for commercial, military and academic research; publicly available research citing Caltech Occluded Faces in the Wild is collected, verified, and geocoded to show the biometric trade routes of people appearing in the images. Click on the markers to reveal reserach projects at that location.
+ To help understand how COFW Dataset has been used around the world by commercial, military, and academic organizations; existing publicly available research citing Caltech Occluded Faces in the Wild was collected, verified, and geocoded to show the biometric trade routes of people appearing in the images. Click on the location markers to reveal research projects at that location.
</p>
</section>
<section class="applet_container fullwidth">
<div class="applet" data-payload="{&quot;command&quot;: &quot;map&quot;}"></div>
-
</section>
<div class="caption">
@@ -82,23 +123,16 @@ To increase the number of training images, and since COFW has the exact same la
<li class="edu">Academic</li>
<li class="com">Commercial</li>
<li class="gov">Military / Government</li>
- <li class="source">Citation data is collected using <a href="https://semanticscholar.org" target="_blank">SemanticScholar.org</a> then dataset usage verified and geolocated.</li>
</ul>
-</div>
-
-<!-- <section>
- <p class='subp'>
- [section under development] COFW Dataset ... Standardized paragraph of text about the map. Sed ut perspiciatis, unde omnis iste natus error sit voluptatem accusantium doloremque laudantium, totam rem aperiam eaque ipsa, quae ab illo inventore veritatis et quasi architecto beatae vitae dicta sunt, explicabo.
- </p>
-</section>
- --><section>
+ <div class="source">Citation data is collected using <a href="https://semanticscholar.org" target="_blank">SemanticScholar.org</a> then dataset usage verified and geolocated.</div >
+</div><section>
<div class="hr-wave-holder">
<div class="hr-wave-line hr-wave-line1"></div>
<div class="hr-wave-line hr-wave-line2"></div>
</div>
- <h3>Supplementary Information</h3>
+ <h2>Supplementary Information</h2>
</section><section class="applet_container">
@@ -129,11 +163,10 @@ To increase the number of training images, and since COFW has the exact same la
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