[an error occurred while processing this directive]<title>Department of Computer Science: Deep Learning</title>
<meta name="keywords"
      content="Department of Computer Science Research Activities Deep Learning"></meta>
<meta name="description" content="Research activities in the area of Deep Learning"></meta>
<meta property="og:site_name" content="Department of Computer Science"></meta>
<meta property="og:title" content="Deep Learning"></meta>
<meta property="og:image:secure_url"
      content="http://www.cs.ox.ac.uk/images/Oxford-dept-of-Computer-Science-POS-KEY_RGB-social-large.png"></meta>
<meta property="og:image:secure_url"
      content="http://www.cs.ox.ac.uk/images/Oxford-dept-of-Computer-Science-POS-KEY_RGB-social.png"></meta>
<meta property="og:image"
      content="http://www.cs.ox.ac.uk/images/Oxford-dept-of-Computer-Science-POS-KEY_RGB-social-large.png"></meta>
<meta property="og:image"
      content="http://www.cs.ox.ac.uk/images/Oxford-dept-of-Computer-Science-POS-KEY_RGB-social.png"></meta>
<meta property="og:url" content="http://www.cs.ox.ac.uk/activities/deeplearning/"></meta>
[an error occurred while processing this directive]
<!-- BREADCRUMBS -->
<div class="content-width">
   <ol class="breadcrumb text-uppercase">
      <li>
         <a href="/">Home</a>
      </li>
      <li>
         <a href="/research/">Research</a>
      </li>
      <li>
         <a href="/research/ai_ml/">Artificial Intelligence and Machine Learning</a>
      </li>
      <li>
         <a href="/research/ai_ml/activities.html">activities</a>
      </li>
      <li class="active">Deep Learning</li>
   </ol>
</div>
<!-- MOBILE NAVIGATION -->
<div class="content-width space-below mobile-menu-placeholder visible-xs visible-sm"></div>
<!-- COLUMNS -->
<div class="container-fluid content-width">
   <div class="row">
      <div class="col-xs-12 col-md-6 col-md-push-3" id="maincontent">
         <div class="page-title">
            <div class="row">
               <div class="col-xs-12 col-md-12">
                  <h1>Deep Learning</h1>
               </div>
            </div>
         </div>
         <div class="row">
            <h3>Faculty</h3>
         </div>
         <div class="row">
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs clear-sm clear-md clear-lg">
               <a class="piccy" href="/people/Ronnie.Clark/"
                  style="background-image:url('/files/13906//profile1.png')"></a>
               <center>
                  <a href="/people/Ronnie.Clark/">
                     <span class="newcaption">
                        <span itemprop="name">Ronnie Clark</span>
                     </span>
                  </a>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4 ">
               <a class="piccy" href="/people/Yarin.Gal/"
                  style="background-image:url('/files/9258//DSC_0136_small.jpg')"></a>
               <center>
                  <a href="/people/Yarin.Gal/">
                     <span class="newcaption">
                        <span itemprop="name">Yarin Gal</span>
                     </span>
                  </a>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs">
               <a class="piccy" href="/people/Varun.Kanade/"
                  style="background-image:url('/files/7873//me.png')"></a>
               <center>
                  <a href="/people/Varun.Kanade/">
                     <span class="newcaption">
                        <span itemprop="name">Varun Kanade</span>
                     </span>
                  </a>
               </center>
            </div>
         </div>
         <div class="row">
            <h3>Research</h3>
         </div>
         <div class="row">
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs clear-sm clear-md clear-lg">
               <a class="piccy" href="/people/Lin.Li/"
                  style="background-image:url('/files/14947//headshot.jpeg')"></a>
               <center>
                  <a href="/people/Lin.Li/">
                     <span class="newcaption">
                        <span itemprop="name">Lin Li</span>
                     </span>
                  </a>
               </center>
            </div>
         </div>
         <div class="row">
            <h3>Students</h3>
         </div>
         <div class="row">
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs clear-sm clear-md clear-lg">
               <a class="piccy" href="/people/Hunar.Batra/"
                  style="background-image:url('/files/14379//HunarBatra-Graduation-Square.JPG')"></a>
               <center>
                  <a href="/people/Hunar.Batra/">
                     <span class="newcaption">
                        <span itemprop="name">Hunar Batra</span>
                     </span>
                  </a>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4 ">
               <a class="piccy" href="/people/Charles.London/"
                  style="background-image:url('/files/14403//web_photo_1.jpeg')"></a>
               <center>
                  <a href="/people/Charles.London/">
                     <span class="newcaption">
                        <span itemprop="name">Charles London</span>
                     </span>
                  </a>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs">
               <a class="piccy" href="/people/Muhammed.Razzak/"
                  style="background-image:url('/files/12154//Razzak%2C%20Muhammed.jpg')"></a>
               <center>
                  <a href="/people/Muhammed.Razzak/">
                     <span class="newcaption">
                        <span itemprop="name">Muhammed Razzak</span>
                     </span>
                  </a>
               </center>
            </div>
         </div>
         <div class="row">
            <h3>Staff</h3>
         </div>
         <div class="row">
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs clear-sm clear-md clear-lg">
               <a class="piccy" href="/people/Petar.Radanliev/"
                  style="background-image:url('/files/14737//Computer_Science_Portraits_23.11.23-365-Edit.jpg')"></a>
               <center>
                  <a href="/people/Petar.Radanliev/">
                     <span class="newcaption">
                        <span itemprop="name">Petar Radanliev</span>
                     </span>
                  </a>
               </center>
            </div>
         </div>
         <div class="row">
            <h3>Past Members</h3>
         </div>
         <div class="row">
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs clear-sm clear-md clear-lg">
               <a class="piccy" style="background-image:url('/files/2462//phil.blunsom.gif')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Phil Blunsom</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4 ">
               <a class="piccy" style="background-image:url('/files/12011//IMG_2732.JPG')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Bryn Elesedy</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs">
               <a class="piccy" style="background-image:url('/files/10370//member_sf.jpg')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Sebastian Farquhar</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-sm clear-md clear-lg">
               <a class="piccy" style="background-image:url('/files/12047//Bio.jpg')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Qingyong Hu</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs">
               <a class="piccy" style="background-image:url('/files/12371//Eddie.png')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Edward Jackson</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4 ">
               <a class="piccy" style="background-image:url('/files/13697//download.png')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Thomas Lukasiewicz</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs clear-sm clear-md clear-lg">
               <a class="piccy"
                  style="background-image:url('/files/11226//Pascal_Notin_Oxford.jpg')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Pascal Notin</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4 ">
               <a class="piccy"
                  style="background-image:url('/files/7621//Screenshot%20from%202015-10-19%2018-51-09.png')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Alina Petrova</span>
                  </span>
               </center>
            </div>
            <div itemscope="itemscope" itemtype="http://schema.org/Person"
                 class="picturebox col-xs-6 col-sm-4 col-md-4  clear-xs">
               <a class="piccy"
                  style="background-image:url('/files/11385//YashovardhanSharma.jpg')"></a>
               <center>
                  <span class="newcaption">
                     <span itemprop="name">Yashovardhan Sharma</span>
                  </span>
               </center>
            </div>
         </div>
         <h2>Selected Publications</h2>
         <p>
            <a href="/activities/publications/date/deeplearning.html"
               class="btn btn-dark-brown-outline btn-thin text-uppercase">View All</a>
         </p>
         <ul class="list-unbulleted list-unbulleted-spaced"><li> <p class="publicationTitle"> <strong>
            Segmentation is All You Need </strong> </p>
            	    <p class="publicationAuthors"> <em> Zehua Cheng&#x201a; Yuxiang Wu&#x201a; Zhenghua Xu&#x201a; Thomas Lukasiewicz and
            Weiyang Wang  </em> </p>
            	
            	
            	<p class="publicationDetails"> 2019.
            </p>
            	
            <p class="publicationlinks"> <a
            
            href="/publications/publication14437-abstract.html"> Details   <span class="sr-only" > about <em> Segmentation is All You
            Need  </em></span> </a> | <a
            
            href="/publications/publication14437.bib"> BibTeX  <span class="sr-only" > data for <em> Segmentation is All You Need  </em></span>
            </a> 
            					| <a href="https://arxiv.org/abs/1904.13300"> Link <span class="sr-only" > to <em> Segmentation is All You Need  </em></span>
            </a>
            				</li><li> <p class="publicationTitle"> <strong>
            Long Text Analysis Using Sliced Recurrent Neural Networks with Breaking Point Information Enrichment </strong> </p>
            	    <p class="publicationAuthors"> <em> Bo Li&#x201a; Zehua Cheng&#x201a; Zhenghua Xu&#x201a; Wei Ye&#x201a; Thomas Lukasiewicz
            and Shikun Zhang  </em> </p>
            	
            	
            	<p class="publicationDetails"> 
            In  
            <em>
            Proceedings of the 2019 IEEE International Conference on Acoustics&#x201a; Speech and Signal Processing&#x201a; ICASSP 2019&#x201a;
            Brighton&#x201a; UK&#x201a; May 12&#x2212;17&#x201a; 2019</em>.
            IEEE Computer Society.
            May,
            2019.
            </p>
            	
            <p class="publicationlinks"> <a
            
            href="/publications/publication12505-abstract.html"> Details   <span class="sr-only" > about <em> Long Text Analysis Using
            Sliced Recurrent Neural Networks with Breaking Point Information Enrichment  </em></span> </a> | <a
            
            href="/publications/publication12505.bib"> BibTeX  <span class="sr-only" > data for <em> Long Text Analysis Using Sliced Recurrent
            Neural Networks with Breaking Point Information Enrichment  </em></span>   </a> 
            					| <a href="https://doi.org/10.1109/ICASSP.2019.8683812"> Link <span class="sr-only" > to <em> Long Text Analysis Using
            Sliced Recurrent Neural Networks with Breaking Point Information Enrichment  </em></span> </a>
            				</li><li> <p class="publicationTitle"> <strong>
            Robust Attentional Aggregation of Deep Feature Sets for Multi&#x2212;view 3D Reconstruction </strong> </p>
            	    <p class="publicationAuthors"> <em> Bo Yang&#x201a; Sen Wang&#x201a; Andrew Markham and Niki Trigoni  </em> </p>
            	
            	
            	<p class="publicationDetails"> 
            In <em>International Journal of Computer Vision (IJCV)</em>.
            2019.
            </p>
            	
            <p class="publicationlinks"> <a
            
            href="/publications/publication12683-abstract.html"> Details   <span class="sr-only" > about <em> Robust Attentional Aggregation
            of Deep Feature Sets for Multi&#x2212;view 3D Reconstruction  </em></span> </a> | <a
            
            href="/publications/publication12683.bib"> BibTeX  <span class="sr-only" > data for <em> Robust Attentional Aggregation of
            Deep Feature Sets for Multi&#x2212;view 3D Reconstruction  </em></span>   </a> 
            	    
            	     |
            <a 
            href="http://www.cs.ox.ac.uk/files/11093/main_attsets.pdf">Download
            		     (pdf)
            		    
            		    <span class="sr-only" > of <em> Robust Attentional Aggregation of Deep Feature Sets for Multi&#x2212;view 3D Reconstruction
            </em></span>
            		    
            		    </a>
            		
            		
            	     | <a
            href="http://dx.doi.org/10.1007/s11263-019-01217-w">
            DOI (10.1007/s11263-019-01217-w)
            </a> </li>
         </ul>
         <div class="row"></div>
      </div>
      <!-- TACTICAL BOXES (Column 3) -->
      <div class="col-xs-12 col-md-3 col-md-push-3 no-print">
         <div class="row">
            <div class="col-xs-12 col-sm-6 col-md-12">
               <div class="panel panel-dark-brown panel-links text-center">
                  <div class="panel-heading clearfix">
                     <h2 class="panel-title panel-title-small text-uppercase">See also</h2>
                     <span class="underbar"></span>
                  </div>
                  <div class="panel-body no-top-padding">
                     <ul>
                        <li style="margin-bottom:0.33em">
                           <a href="/research/ai_ml">Artificial Intelligence and Machine Learning</a>
                        </li>
                     </ul>
                  </div>
               </div>
            </div>
         </div>
      </div>
      <div class="col-xs-12 col-md-3 col-md-pull-9 side-menu-col">
         <!-- NAVIGATION (Column 1) -->
         [an error occurred while processing this directive]
      </div>
   </div>
</div>
[an error occurred while processing this directive]