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Dahua - Home

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I received the B.Eng. degree from the University of Science and Technology of China (USTC) in 2004, the M. Phil. degree from the Chinese University of Hong Kong (CUHK) in 2006, and the Ph.D. degree from Massachusetts Institute of Technology (MIT) in 2012. Prior to joining CUHK, I served as a Research Assistant Professor at Toyota Technological Institute at Chicago, from 2012 to 2014. </p> <p>My research interest covers computer vision and machine learning. In recent years, I primarily focused on deep learning and its applications on high-level visual understanding, cross-domain modeling, and big data analytics. I have published over 120 papers on top conferences and journals, e.g. CVPR, ICCV, ECCV, ICML, NeurIPS, and T-PAMI. My work on a new construction of Bayesian nonparametric models has won the best student paper award in NIPS, the most prestigious conference on machine learning, in year 2010. I also received the outstanding reviewer awards in ICCV 2009 and ICCV 2011. I supervised or co-supervised CUHK teams in international competitions and won multiple awards in ImageNet 2016, ActivityNet 2016 &amp; 2017, COCO 2018 &amp; 2019. </p> <p>I serve on the editorial board of the International Journel of Computer Vision (IJCV). I also serve as an area chair for multiple conferences, including ECCV 2018, ACM Multimedia 2018, BMVC 2018, CVPR 2019, BMVC 2019, AAAI 2020, and CVPR 2021. </p> <p>Besides research, I am also actively working on extending AI education to high schools. Particularly, I served as the Executive Editor and led the editing team of "Fundamentals of Artificial Intelligence", the first AI textbook for high school education.</p> <div class="sp-blank-40"></div> <h3>Research Interests</h3> <ul> <li>Deep learning technologies in large-scale applications</li> <li>High level visual understanding in connection with linguistic analysis</li> <li>Efficient modeling and analytics of videos and movies</li> <li>The use of deep networks in general probabilistic inference</li> </ul> <div class="sp-blank-20"></div> <h3>Educations</h3> <div class="ol-timeline"> <div class="tl-item pub-item with-icon"><span class="item-section">2012</span> <div class="elem-wrapper"><i class="oli oli-university"></i></div> <div class="content-wrapper"> <h3 class="title">Ph.D.</h3> <div class="description"> <p>in Computer Science <br> <a href="http://web.mit.edu" target="_blank">Massachusetts Institute of Technology (MIT)</a></p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2006</span> <div class="elem-wrapper"><i class="oli oli-university"></i></div> <div class="content-wrapper"> <h3 class="title">M.Phil.</h3> <div class="description"> <p>in Information Engineering <br> <a href="http://www.cuhk.edu.hk" target="_blank">The Chinese University of Hong Kong (CUHK)</a></p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2004</span> <div class="elem-wrapper"><i class="oli oli-university"></i></div> <div class="content-wrapper"> <h3 class="title">B.Eng.</h3> <div class="description"> <p>in Information Science and Electronic Engineering<br> <a href="http://en.ustc.edu.cn" target="_blank">University of Science and Technology of China (USTC)</a></p> </div> </div> </div> </div> <div class="sp-blank-20"></div> <h3>Positions</h3> <div class="ol-timeline"> <div class="tl-item pub-item with-icon"><span class="item-section">2020</span> <div class="elem-wrapper"><i class="oli oli-university"></i></div> <div class="content-wrapper"> <h3 class="title">Associate Professor</h3> <div class="description"> <p>in Information Engineering <br> <a href="http://www.cuhk.edu.hk" target="_blank">The Chinese University of Hong Kong (CUHK)</a></p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2014</span> <div class="elem-wrapper"><i class="oli oli-university"></i></div> <div class="content-wrapper"> <h3 class="title">Assistant Professor</h3> <div class="description"> <p>in Information Engineering <br> <a href="http://www.cuhk.edu.hk" target="_blank">The Chinese University of Hong Kong (CUHK)</a></p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2012</span> <div class="elem-wrapper"><i class="oli oli-university"></i></div> <div class="content-wrapper"> <h3 class="title">Research Assistant Professor</h3> <div class="description"> <p>in Computer Science <br> <a href="http://www.ttic.edu" target="_blank">Toyota Technological Institute at Chicago (TTIC)</a></p> </div> </div> </div> </div> <div class="sp-blank-20"></div> <h3>Selected Honors &amp; Awards</h3> <div class="ol-timeline"> <div class="tl-item pub-item with-icon"><span class="item-section">2019</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">COCO 2019</h3> <div class="description"> <p>Supervised the CUHK team in COCO 2019, who won No.1 in the detection track (without using external data).</p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2018</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">COCO 2018</h3> <div class="description"> <p>Supervised the CUHK team in COCO 2018, who won No.1 in the detection track.</p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2017</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">ActivityNet 2017</h3> <div class="description"> <p>Supervised the CUHK team in ActivityNet 2017, who won No.2 in three tracks, untrimmed video classification, trimmed classification on Kinetics, and temporal action localization.</p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2017</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">ActivityNet 2016</h3> <div class="description"> <p>Supervised the CUHK team in ActivityNet 2016, who won No.1 in the track of untrimmed video classification. Later in the same year, the Structured Segmental Network (SSN) gets No.1 in the track of temporal action localization.</p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2016</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">ImageNet 2016</h3> <div class="description"> <p>Co-supervised the CUHK teams in ImageNet 2016, who won No.1 in two tracks, DET and VID, and No.3 in image classification. Particularly, I supervised the development of PolyNet, which achieves the best single-network performance. It remains the best-performing network until June 2017. </p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2010</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">NIPS 2010 Best Student Paper</h3> <div class="description"> <p>I proposed a new construction of Dirichlet processes, which fundamentally differs from previous constructions and makes it easy to build a sequence of dependent DPs. This work won the best student paper award at NIPS 2010, the most prestigious conference on machine learning. </p> </div> </div> </div> <div class="tl-item pub-item with-icon"><span class="item-section">2006</span> <div class="elem-wrapper"><i class="oli oli-trophy"></i></div> <div class="content-wrapper"> <h3 class="title">Best Master Thesis</h3> <div class="description"> <p>I graduated as an M.Phil. student of CUHK in year 2006. My master thesis on face recognition won the best master thesis award of the faculty of Engineering, CUHK. </p> </div> </div> </div> </div> </div> </div> </div> </section> </section> <!-- #####End main area --> <div class="clearfix"></div> </section> </section> </div> <!-- #####Begin scripts--> <script src="assets/js/vendors/vendors.js"></script> <!-- Local Revolution tools--> <!-- Only for local and can be removed on server--> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.video.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.slideanims.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.actions.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.layeranimation.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.kenburn.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.navigation.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.migration.min.js"></script> <script type="text/javascript" src="assets/revolution/js/extensions/revolution.extension.parallax.min.js"></script> <script src="assets/js/custom.js"></script> <script src="http://localhost:35729/livereload.js"></script> <!-- #####End scripts--> </body> <script>'undefined'=== typeof _trfq || (window._trfq = []);'undefined'=== typeof _trfd && (window._trfd=[]),_trfd.push({'tccl.baseHost':'secureserver.net'},{'ap':'cpsh-oh'},{'server':'sg2plzcpnl505675'},{'dcenter':'sg2'},{'cp_id':'7188454'},{'cp_cl':'8'}) // Monitoring performance to make your website faster. 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