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@@ -372,7 +372,7 @@
                 <papertitle>Defocus Map Estimation and Deblurring from a Single Dual-Pixel Image</papertitle>
               </a>
               <br>
-              <a href="https://sites.google.com/corp/view/mafifi">Shumian Xin</a>,
+              <a href="https://shumianxin.github.io/">Shumian Xin</a>,
               <a href="http://nealwadhwa.com">Neal Wadhwa</a>,
               <a href="https://people.csail.mit.edu/tfxue/">Tianfan Xue</a>,
               <strong>Jonathan T. Barron</strong>, <br>
@@ -381,11 +381,11 @@
 							<a href="https://www.cs.cmu.edu/~igkioule/">Ioannis Gkioulekas</a>,
               <a href="http://rahuldotgarg.appspot.com/">Rahul Garg</a>
               <br>
-							<em>ICCV</em>, 2021
+							<em>ICCV</em>, 2021 &nbsp <font color="red"><strong>(Oral Presentation)</strong></font>
 							<br>
               <a href="https://imaging.cs.cmu.edu/dual_pixels/">project page</a> /
               <a href="https://github.com/cmu-ci-lab/dual_pixel_defocus_estimation_deblurring">code</a>
-              <br>							
+              <br>
               <p></p>
               <p>
                 Multiplane images can be used to simultaneously deblur dual-pixel images, despite variable defocus due to depth variation in the scene.