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HTTP/1.1 200 OKConnection: keep-aliveContent-Length: 20874Server: GitHub.comContent-Type: text/html; charsetutf-8Last-Modified: Thu, 23 Jan 2025 14:42:42 GMTAccess-Control-Allow-Origin: *ETag: 67925562-518aexpires: Thu, 23 Jan 2025 14:58:09 GMTCache-Control: max-age600x-proxy-cache: MISSX-GitHub-Request-Id: 15CE:A3D2F:E24B51:E7B6A2:679256A8Accept-Ranges: bytesAge: 0Date: Thu, 23 Jan 2025 14:48:09 GMTVia: 1.1 varnishX-Served-By: cache-bfi-krnt7300095-BFIX-Cache: MISSX-Cache-Hits: 0X-Timer: S1737643689.351318,VS0,VE84Vary: Accept-EncodingX-Fastly-Request-ID: e693584d1df5206e096d4d90b0f953638ecfe869 !DOCTYPE html> html langen> head> meta http-equivContent-Type contenttext/html; charsetUTF-8> meta charsetutf-8> meta nameviewport contentwidthdevice-width, initial-scale1, shrink-to-fitno> meta http-equivX-UA-Compatible contentIEedge> title> Dongdong Chen /title> meta nameauthor contentDongdong Chen> meta namedescription contentHomepage of Dongdong Chen - Assistant Professor of AI, Machine Learning, Imaging and Vision. > meta namekeywords contentjekyll, jekyll-theme, academic-website, portfolio-website> link relstylesheet href/assets/css/bootstrap.min.css?a4b3f509e79c54a512b890d73235ef04> link relstylesheet hrefhttps://cdn.jsdelivr.net/npm/mdbootstrap@4.20.0/css/mdb.min.css integritysha256-jpjYvU3G3N6nrrBwXJoVEYI/0zw8htfFnhT9ljN3JJw crossoriginanonymous> link defer relstylesheet href/assets/css/academicons.min.css?f0b7046b84e425c55f3463ac249818f5> link defer relstylesheet typetext/css hrefhttps://fonts.googleapis.com/css?familyRoboto:300,400,500,700|Roboto+Slab:100,300,400,500,700|Material+Icons&displayswap> link defer relstylesheet href/assets/css/jekyll-pygments-themes-github.css?591dab5a4e56573bf4ef7fd332894c99 media idhighlight_theme_light> link relshortcut icon href/assets/img/star.ico?28a3f54fa3ad4c69fc079b0a8459dc27> link relstylesheet href/assets/css/main.css?d41d8cd98f00b204e9800998ecf8427e> link relcanonical hrefhttps://edongdongchen.github.io/> script src/assets/js/theme.js?a5ca4084d3b81624bcfa01156dae2b8e>/script> link defer relstylesheet href/assets/css/jekyll-pygments-themes-native.css?5847e5ed4a4568527aa6cfab446049ca medianone idhighlight_theme_dark> script>initTheme();/script> /head> body classfixed-top-nav > header> nav idnavbar classnavbar navbar-light navbar-expand-sm fixed-top rolenavigation> div classcontainer> button classnavbar-toggler collapsed ml-auto typebutton data-togglecollapse data-target#navbarNav aria-controlsnavbarNav aria-expandedfalse aria-labelToggle navigation> span classsr-only>Toggle navigation/span> span classicon-bar top-bar>/span> span classicon-bar middle-bar>/span> span classicon-bar bottom-bar>/span> /button> div classcollapse navbar-collapse text-right idnavbarNav> ul classnavbar-nav ml-auto flex-nowrap> li classnav-item active> a classnav-link href/>about span classsr-only>(current)/span> /a> /li> li classnav-item > a classnav-link href/publications/>publications /a> /li> li classnav-item > a classnav-link href/teaching/>teaching /a> /li> li classnav-item > a classnav-link href/talks/>talks /a> /li> li classtoggle-container> button idlight-toggle titleChange theme> i classti ti-sun-moon idlight-toggle-system>/i> i classti ti-moon-filled idlight-toggle-dark>/i> i classti ti-sun-filled idlight-toggle-light>/i> /button> /li> /ul> /div> /div> /nav> progress idprogress value0> div classprogress-container> span classprogress-bar>/span> /div> /progress> /header> div classcontainer mt-5 rolemain> div classpost> header classpost-header> /header> article> div classprofile float-left> figure> picture> source classresponsive-img-srcset srcset/assets/img/prof_pic_dongdong-480.webp 480w,/assets/img/prof_pic_dongdong-800.webp 800w,/assets/img/prof_pic_dongdong-1400.webp 1400w, sizes(min-width: 800px) 231.0px, (min-width: 576px) 30vw, 95vw typeimage/webp> img src/assets/img/prof_pic_dongdong.jpg?514537a8ea7b4a5e0940966a1150f971 classimg-fluid z-depth-1 rounded width100% heightauto altprof_pic_dongdong.jpg loadingeager onerrorthis.onerrornull; $(.responsive-img-srcset).remove();> /source>/picture> /figure> /div> h2 classpost-title> Dongdong Chen span stylefont-family:KaiTi SC,STKaiTi,KaiTi;font-size:32px> 陈东东/span> /h2> p classdesc>/p> p>Machine Learning | Imaging | Inverse Problemsbr>br>Assistant Professorbr>Heriot-Watt University, Edinburgh, UKbr>d.chen@hw.ac.ukbr>/p> div classsocial> div classcontact-icons alignleft> a hrefmailto:%64.%63%68%65%6E@%68%77.%61%63.%75%6B titleemail>i classfa-solid fa-envelope>/i>/a> a hrefhttps://scholar.google.com/citations?usereIrcIl8AAAAJ titleGoogle Scholar relexternal nofollow noopener target_blank>i classai ai-google-scholar>/i>/a> a hrefhttps://github.com/edongdongchen#%20your%20GitHub%20user%20name titleGitHub relexternal nofollow noopener target_blank>i classfa-brands fa-github>/i>/a> a hrefhttps://twitter.com/ddongchen#%20your%20X%20handle titleX relexternal nofollow noopener target_blank>i classfa-brands fa-twitter>/i>/a> a hrefhttps://www.linkedin.com/in/dongdong-chen#%20your%20LinkedIn%20user%20name titleLinkedIn relexternal nofollow noopener target_blank>i classfa-brands fa-linkedin>/i>/a> /div> /div> div> div classmore-info>/div> /div> div> div classclearfix> p>I am an Assistant Professor of a hrefhttps://www.macs.hw.ac.uk/ relexternal nofollow noopener target_blank>Mathematical and Computer Sciences/a> at a hrefhttps://www.hw.ac.uk relexternal nofollow noopener target_blank>Heriot-Watt University/a> in Edinburgh. My research lies at the intersection of machine learning and image processing. My current focus is on unsupervised learning, inverse problems in computational imaging and computer vision./p> p>I held a postdoctoral researcher position at the a hrefhttps://www.ed.ac.uk/ relexternal nofollow noopener target_blank>University of Edinburgh/a> from 2018 to 2022. I then held an associate researcher position at Sichuan University until 2023, where I previously received my PhD in 2017./p> p>strong>Openings:/strong> If you are interested in my research directions and are interested in doing a PhD, please email me your CV/transcripts and a short research statement./p> p>strong>Software:/strong> a hrefhttps://deepinv.github.io/ relexternal nofollow noopener target_blank>DeepInverse:/a> a Pytorch library for imaging with deep learning./p> /div> /div> h2> a href/news/ stylecolor: inherit>news/a> /h2> div classnews> div classtable-responsive stylemax-height: 60vw> table classtable table-sm table-borderless> tr> th scoperow stylewidth: 16.6%>Nov 26, 2024/th> td> 🏆 Our DeepInverse library won the a hrefhttps://www.enseignementsup-recherche.gouv.fr/fr/remise-des-prix-science-ouverte-du-logiciel-libre-de-la-recherche-2024-98047 relexternal nofollow noopener target_blank>“Open Science Awards for Free Research Software”/a> from the French Ministry of Higher Education and Research. Congrats to the dream team! /td> /tr> tr> th scoperow stylewidth: 16.6%>Aug 05, 2024/th> td> Invited talk at the a hrefhttps://www.imsi.institute/activities/computational-imaging/ relexternal nofollow noopener target_blank>IMSI Workshop on Computational Imaging/a>, University of Chicago, USA. /td> /tr> tr> th scoperow stylewidth: 16.6%>Jul 21, 2024/th> td> Two papers are accepted for oral presentation at ACM MM’24. /td> /tr> tr> th scoperow stylewidth: 16.6%>May 02, 2024/th> td> Our paper on foundation models for image fusion (a hrefhttps://arxiv.org/pdf/2402.02235 relexternal nofollow noopener target_blank>FILM/a>) is accepted at ICML’24. /td> /tr> tr> th scoperow stylewidth: 16.6%>Feb 27, 2024/th> td> Our paper on equivariant image fusion (a hrefhttps://arxiv.org/pdf/2305.11443.pdf relexternal nofollow noopener target_blank>EMMA/a>) is accepted at CVPR’24. /td> /tr> tr> th scoperow stylewidth: 16.6%>Jan 09, 2024/th> td> Invited talk at the a hrefhttps://ims.nus.edu.sg/events/ims_forummath2023/ relexternal nofollow noopener target_blank>IMS Young Mathematical Scientist Forum – Applied Math/a>, National University of Singapore (NUS), Singapore. /td> /tr> /table> /div> /div> h2> selected a href/publications/ stylecolor: inherit>publications/a> /h2> div classpublications> ol classbibliography> li> div classrow> div classcol-sm-2 abbr> abbr classbadge>ICCV/abbr> span classaward badge>Oral/span>span classaward badge>Featured/span> /div> div idchen2021equivariant classcol-sm-8> div classtitle>Equivariant Imaging: Learning Beyond the Range Space/div> div classauthor> em>Dongdong Chen/em>, Julián Tachella , and Mike E Davies /div> div classperiodical> em>In IEEE/CVF International Conference on Computer Vision (ICCV)/em> , 2021 /div> div classperiodical> /div> span classhonor> Oral Presentation /span>span classhonor> a href>/a>a hrefhttps://www.rsipvision.com/ICCV2021-Thursday/14/ relexternal nofollow noopener target_blank> (Featured in ICCV Daily)/a> /span> div classlinks> a hrefhttp://arxiv.org/abs/2103.14756 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>arXiv/a> a classbibtex btn btn-sm z-depth-0 rolebutton>Bib/a> a hrefhttps://openaccess.thecvf.com/content/ICCV2021/html/Chen_Equivariant_Imaging_Learning_Beyond_the_Range_Space_ICCV_2021_paper.html classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>HTML/a> a hrefhttps://openaccess.thecvf.com/content/ICCV2021/papers/Chen_Equivariant_Imaging_Learning_Beyond_the_Range_Space_ICCV_2021_paper.pdf classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>PDF/a> a hrefhttps://openaccess.thecvf.com/content/ICCV2021/supplemental/Chen_Equivariant_Imaging_Learning_ICCV_2021_supplemental.zip classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>Supp/a> a classabstract btn btn-sm z-depth-0 rolebutton>Video/a> a hrefhttps://github.com/edongdongchen/EI classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>Code/a> /div> div classbibtex hidden> figure classhighlight>pre>code classlanguage-bibtex data-langbibtex>span classnc>@inproceedings/span>span classp>{/span>span classnl>chen2021equivariant/span>span classp>,/span> span classna>title/span> span classp>/span> span classs>{Equivariant Imaging: Learning Beyond the Range Space}/span>span classp>,/span> span classna>author/span> span classp>/span> span classs>{Chen, Dongdong and Tachella, Juli\an and Davies, Mike E}/span>span classp>,/span> span classna>booktitle/span> span classp>/span> span classs>{IEEE/CVF International Conference on Computer Vision (ICCV)}/span>span classp>,/span> span classna>award2/span> span classp>/span> span classs>{Featured}/span>span classp>,/span> span classna>further_highlight_with_url/span> span classp>/span> span classs>{<a hrefhttps://www.rsipvision.com/ICCV2021-Thursday/14/> (Featured in ICCV Daily)</a>}/span>span classp>,/span> span classna>year/span> span classp>/span> span classs>{2021}/span>span classp>}/span>/code>/pre>/figure> /div> div classabstract hidden> div styletext-align: center;> figure> iframe srchttps://youtu.be/wGxW5bcCdxo classimg-fluid rounded z-depth-1 frameborder0 allowaccelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share allowfullscreen widthauto heightauto>/iframe> /figure> /div> /div> /div> /div> /li> li> div classrow> div classcol-sm-2 abbr> abbr classbadge>JMLR/abbr> /div> div idtachella2022jmlr classcol-sm-8> div classtitle>Sensing Theorems for Unsupervised Learning in Linear Inverse Problems/div> div classauthor> Julián Tachella , em>Dongdong Chen/em>, and Mike Davies /div> div classperiodical> em>Journal of Machine Learning Research (JMLR)/em>, 2023 /div> div classperiodical> /div> div classlinks> a hrefhttp://arxiv.org/abs/2203.12513 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>arXiv/a> a classbibtex btn btn-sm z-depth-0 rolebutton>Bib/a> a hrefhttp://jmlr.org/papers/v24/22-0315.html classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>PDF/a> /div> div classbibtex hidden> figure classhighlight>pre>code classlanguage-bibtex data-langbibtex>span classnc>@article/span>span classp>{/span>span classnl>tachella2022jmlr/span>span classp>,/span> span classna>title/span> span classp>/span> span classs>{Sensing Theorems for Unsupervised Learning in Linear Inverse Problems}/span>span classp>,/span> span classna>author/span> span classp>/span> span classs>{Tachella, Juli\an and Chen, Dongdong and Davies, Mike}/span>span classp>,/span> span classna>journal/span> span classp>/span> span classs>{Journal of Machine Learning Research (JMLR)}/span>span classp>,/span> span classna>volume/span> span classp>/span> span classs>{24}/span>span classp>,/span> span classna>number/span> span classp>/span> span classs>{39}/span>span classp>,/span> span classna>pages/span> span classp>/span> span classs>{1--45}/span>span classp>,/span> span classna>year/span> span classp>/span> span classs>{2023}/span>span classp>}/span>/code>/pre>/figure> /div> /div> /div> /li> li> div classrow> div classcol-sm-2 abbr> abbr classbadge>IEEE SPM/abbr> /div> div idchen2022spm classcol-sm-8> div classtitle>Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning/div> div classauthor> em>Dongdong Chen/em>, Mike E Davies , J Matthias Ehrhardt , Carola-Bibiane Schönlieb , Ferdia Sherry , and Julián Tachella /div> div classperiodical> em>IEEE Signal Processing Magazine/em>, 2023 /div> div classperiodical> /div> div classlinks> a hrefhttp://arxiv.org/abs/2209.01725 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>arXiv/a> a classbibtex btn btn-sm z-depth-0 rolebutton>Bib/a> a hrefhttps://ieeexplore.ieee.org/abstract/document/10004796 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>PDF/a> /div> div classbibtex hidden> figure classhighlight>pre>code classlanguage-bibtex data-langbibtex>span classnc>@article/span>span classp>{/span>span classnl>chen2022spm/span>span classp>,/span> span classna>title/span> span classp>/span> span classs>{Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning}/span>span classp>,/span> span classna>author/span> span classp>/span> span classs>{Chen, Dongdong and Davies, Mike E and Ehrhardt, J Matthias and Sch\onlieb, Carola-Bibiane and Sherry, Ferdia and Tachella, Juli\an}/span>span classp>,/span> span classna>journal/span> span classp>/span> span classs>{IEEE Signal Processing Magazine}/span>span classp>,/span> span classna>volume/span> span classp>/span> span classs>{40}/span>span classp>,/span> span classna>number/span> span classp>/span> span classs>{1}/span>span classp>,/span> span classna>pages/span> span classp>/span> span classs>{134-147}/span>span classp>,/span> span classna>year/span> span classp>/span> span classs>{2023}/span>span classp>}/span>/code>/pre>/figure> /div> /div> /div> /li> /ol> /div> p stylemargin-bottom: 0pt;>font faceArial> /font>/p> h3>Awards and Honors/h3> ul> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>a hrefhttps://www.enseignementsup-recherche.gouv.fr/fr/remise-des-prix-science-ouverte-du-logiciel-libre-de-la-recherche-2024-98047 relexternal nofollow noopener target_blank>Open Science Awards for Free Research Software/a>/b>, the French Ministry of Higher Education and Research, 2024/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>MICCAI-BIA18 Best Paper Nomination/b>, 2018/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>Sichuan University Excellent Graduate/b>, 2017/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>SCF Best Student Paper Award/b>, 2017/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>IES Best Student Paper Award/b>, 2014/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>National Scholarship/b>, 2014/font>/p> /li> /ul> div> img srchttps://s05.flagcounter.com/map/3p8I/size_l/txt_000000/border_CCCCCC/pageviews_1/viewers_0/flags_0/ altFlag Counter border0>br> /div> /article> /div> /div> footer classfixed-bottom rolecontentinfo> div classcontainer mt-0> © Copyright 2025 Dongdong Chen. /div> /footer> script srchttps://cdn.jsdelivr.net/npm/jquery@3.6.0/dist/jquery.min.js integritysha256-/xUj+3OJU5yExlq6GSYGSHk7tPXikynS7ogEvDej/m4 crossoriginanonymous>/script> script src/assets/js/bootstrap.bundle.min.js>/script> script srchttps://cdn.jsdelivr.net/npm/mdbootstrap@4.20.0/js/mdb.min.js integritysha256-NdbiivsvWt7VYCt6hYNT3h/th9vSTL4EDWeGs5SN3DA crossoriginanonymous>/script> script defer srchttps://cdn.jsdelivr.net/npm/masonry-layout@4.2.2/dist/masonry.pkgd.min.js integritysha256-Nn1q/fx0H7SNLZMQ5Hw5JLaTRZp0yILA/FRexe19VdI crossoriginanonymous>/script> script defer srchttps://cdn.jsdelivr.net/npm/imagesloaded@5.0.0/imagesloaded.pkgd.min.js integritysha256-htrLFfZJ6v5udOG+3kNLINIKh2gvoKqwEhHYfTTMICc crossoriginanonymous>/script> script defer src/assets/js/masonry.js typetext/javascript>/script> script defer srchttps://cdn.jsdelivr.net/npm/medium-zoom@1.1.0/dist/medium-zoom.min.js integritysha256-ZgMyDAIYDYGxbcpJcfUnYwNevG/xi9OHKaR/8GK+jWc crossoriginanonymous>/script> script defer src/assets/js/zoom.js?85ddb88934d28b74e78031fd54cf8308>/script> script src/assets/js/no_defer.js?2781658a0a2b13ed609542042a859126>/script> script defer src/assets/js/common.js?fcfacfb8c6281f5e68d5a7d348186eb1>/script> script defer src/assets/js/copy_code.js?12775fdf7f95e901d7119054556e495f typetext/javascript>/script> script defer src/assets/js/jupyter_new_tab.js?d9f17b6adc2311cbabd747f4538bb15f>/script> script async srchttps://d1bxh8uas1mnw7.cloudfront.net/assets/embed.js>/script> script async srchttps://badge.dimensions.ai/badge.js>/script> script typetext/javascript>window.MathJax{tex:{tags:ams}};/script> script defer typetext/javascript idMathJax-script srchttps://cdn.jsdelivr.net/npm/mathjax@3.2.0/es5/tex-mml-chtml.js>/script> script defer srchttps://cdnjs.cloudflare.com/polyfill/v3/polyfill.min.js?featureses6>/script> script typetext/javascript>function progressBarSetup(){maxin document.createElement(progress)?(initializeProgressElement(),$(document).on(scroll,function(){progressBar.attr({value:getCurrentScrollPosition()})}),$(window).on(resize,initializeProgressElement)):(resizeProgressBar(),$(document).on(scroll,resizeProgressBar),$(window).on(resize,resizeProgressBar))}function getCurrentScrollPosition(){return $(window).scrollTop()}function initializeProgressElement(){let e$(#navbar).outerHeight(!0);$(body).css({padding-top:e}),$(progress-container).css({padding-top:e}),progressBar.css({top:e}),progressBar.attr({max:getDistanceToScroll(),value:getCurrentScrollPosition()})}function getDistanceToScroll(){return $(document).height()-$(window).height()}function resizeProgressBar(){progressBar.css({width:getWidthPercentage()+%})}function getWidthPercentage(){return getCurrentScrollPosition()/getDistanceToScroll()*100}const progressBar$(#progress);window.onloadfunction(){setTimeout(progressBarSetup,50)};/script> /body> /html>
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HTTP/1.1 200 OKConnection: keep-aliveContent-Length: 20874Server: GitHub.comContent-Type: text/html; charsetutf-8Last-Modified: Thu, 23 Jan 2025 14:42:42 GMTAccess-Control-Allow-Origin: *ETag: 67925562-518aexpires: Thu, 23 Jan 2025 14:58:09 GMTCache-Control: max-age600x-proxy-cache: MISSX-GitHub-Request-Id: D6E4:7C568:E580A9:EAECF8:679256A9Accept-Ranges: bytesAge: 0Date: Thu, 23 Jan 2025 14:48:09 GMTVia: 1.1 varnishX-Served-By: cache-bfi-kbfi7400045-BFIX-Cache: MISSX-Cache-Hits: 0X-Timer: S1737643689.490620,VS0,VE86Vary: Accept-EncodingX-Fastly-Request-ID: 51c055e2b04132b1faa25c86a1e412a681688f87 !DOCTYPE html> html langen> head> meta http-equivContent-Type contenttext/html; charsetUTF-8> meta charsetutf-8> meta nameviewport contentwidthdevice-width, initial-scale1, shrink-to-fitno> meta http-equivX-UA-Compatible contentIEedge> title> Dongdong Chen /title> meta nameauthor contentDongdong Chen> meta namedescription contentHomepage of Dongdong Chen - Assistant Professor of AI, Machine Learning, Imaging and Vision. > meta namekeywords contentjekyll, jekyll-theme, academic-website, portfolio-website> link relstylesheet href/assets/css/bootstrap.min.css?a4b3f509e79c54a512b890d73235ef04> link relstylesheet hrefhttps://cdn.jsdelivr.net/npm/mdbootstrap@4.20.0/css/mdb.min.css integritysha256-jpjYvU3G3N6nrrBwXJoVEYI/0zw8htfFnhT9ljN3JJw crossoriginanonymous> link defer relstylesheet href/assets/css/academicons.min.css?f0b7046b84e425c55f3463ac249818f5> link defer relstylesheet typetext/css hrefhttps://fonts.googleapis.com/css?familyRoboto:300,400,500,700|Roboto+Slab:100,300,400,500,700|Material+Icons&displayswap> link defer relstylesheet href/assets/css/jekyll-pygments-themes-github.css?591dab5a4e56573bf4ef7fd332894c99 media idhighlight_theme_light> link relshortcut icon href/assets/img/star.ico?28a3f54fa3ad4c69fc079b0a8459dc27> link relstylesheet href/assets/css/main.css?d41d8cd98f00b204e9800998ecf8427e> link relcanonical hrefhttps://edongdongchen.github.io/> script src/assets/js/theme.js?a5ca4084d3b81624bcfa01156dae2b8e>/script> link defer relstylesheet href/assets/css/jekyll-pygments-themes-native.css?5847e5ed4a4568527aa6cfab446049ca medianone idhighlight_theme_dark> script>initTheme();/script> /head> body classfixed-top-nav > header> nav idnavbar classnavbar navbar-light navbar-expand-sm fixed-top rolenavigation> div classcontainer> button classnavbar-toggler collapsed ml-auto typebutton data-togglecollapse data-target#navbarNav aria-controlsnavbarNav aria-expandedfalse aria-labelToggle navigation> span classsr-only>Toggle navigation/span> span classicon-bar top-bar>/span> span classicon-bar middle-bar>/span> span classicon-bar bottom-bar>/span> /button> div classcollapse navbar-collapse text-right idnavbarNav> ul classnavbar-nav ml-auto flex-nowrap> li classnav-item active> a classnav-link href/>about span classsr-only>(current)/span> /a> /li> li classnav-item > a classnav-link href/publications/>publications /a> /li> li classnav-item > a classnav-link href/teaching/>teaching /a> /li> li classnav-item > a classnav-link href/talks/>talks /a> /li> li classtoggle-container> button idlight-toggle titleChange theme> i classti ti-sun-moon idlight-toggle-system>/i> i classti ti-moon-filled idlight-toggle-dark>/i> i classti ti-sun-filled idlight-toggle-light>/i> /button> /li> /ul> /div> /div> /nav> progress idprogress value0> div classprogress-container> span classprogress-bar>/span> /div> /progress> /header> div classcontainer mt-5 rolemain> div classpost> header classpost-header> /header> article> div classprofile float-left> figure> picture> source classresponsive-img-srcset srcset/assets/img/prof_pic_dongdong-480.webp 480w,/assets/img/prof_pic_dongdong-800.webp 800w,/assets/img/prof_pic_dongdong-1400.webp 1400w, sizes(min-width: 800px) 231.0px, (min-width: 576px) 30vw, 95vw typeimage/webp> img src/assets/img/prof_pic_dongdong.jpg?514537a8ea7b4a5e0940966a1150f971 classimg-fluid z-depth-1 rounded width100% heightauto altprof_pic_dongdong.jpg loadingeager onerrorthis.onerrornull; $(.responsive-img-srcset).remove();> /source>/picture> /figure> /div> h2 classpost-title> Dongdong Chen span stylefont-family:KaiTi SC,STKaiTi,KaiTi;font-size:32px> 陈东东/span> /h2> p classdesc>/p> p>Machine Learning | Imaging | Inverse Problemsbr>br>Assistant Professorbr>Heriot-Watt University, Edinburgh, UKbr>d.chen@hw.ac.ukbr>/p> div classsocial> div classcontact-icons alignleft> a hrefmailto:%64.%63%68%65%6E@%68%77.%61%63.%75%6B titleemail>i classfa-solid fa-envelope>/i>/a> a hrefhttps://scholar.google.com/citations?usereIrcIl8AAAAJ titleGoogle Scholar relexternal nofollow noopener target_blank>i classai ai-google-scholar>/i>/a> a hrefhttps://github.com/edongdongchen#%20your%20GitHub%20user%20name titleGitHub relexternal nofollow noopener target_blank>i classfa-brands fa-github>/i>/a> a hrefhttps://twitter.com/ddongchen#%20your%20X%20handle titleX relexternal nofollow noopener target_blank>i classfa-brands fa-twitter>/i>/a> a hrefhttps://www.linkedin.com/in/dongdong-chen#%20your%20LinkedIn%20user%20name titleLinkedIn relexternal nofollow noopener target_blank>i classfa-brands fa-linkedin>/i>/a> /div> /div> div> div classmore-info>/div> /div> div> div classclearfix> p>I am an Assistant Professor of a hrefhttps://www.macs.hw.ac.uk/ relexternal nofollow noopener target_blank>Mathematical and Computer Sciences/a> at a hrefhttps://www.hw.ac.uk relexternal nofollow noopener target_blank>Heriot-Watt University/a> in Edinburgh. My research lies at the intersection of machine learning and image processing. My current focus is on unsupervised learning, inverse problems in computational imaging and computer vision./p> p>I held a postdoctoral researcher position at the a hrefhttps://www.ed.ac.uk/ relexternal nofollow noopener target_blank>University of Edinburgh/a> from 2018 to 2022. I then held an associate researcher position at Sichuan University until 2023, where I previously received my PhD in 2017./p> p>strong>Openings:/strong> If you are interested in my research directions and are interested in doing a PhD, please email me your CV/transcripts and a short research statement./p> p>strong>Software:/strong> a hrefhttps://deepinv.github.io/ relexternal nofollow noopener target_blank>DeepInverse:/a> a Pytorch library for imaging with deep learning./p> /div> /div> h2> a href/news/ stylecolor: inherit>news/a> /h2> div classnews> div classtable-responsive stylemax-height: 60vw> table classtable table-sm table-borderless> tr> th scoperow stylewidth: 16.6%>Nov 26, 2024/th> td> 🏆 Our DeepInverse library won the a hrefhttps://www.enseignementsup-recherche.gouv.fr/fr/remise-des-prix-science-ouverte-du-logiciel-libre-de-la-recherche-2024-98047 relexternal nofollow noopener target_blank>“Open Science Awards for Free Research Software”/a> from the French Ministry of Higher Education and Research. Congrats to the dream team! /td> /tr> tr> th scoperow stylewidth: 16.6%>Aug 05, 2024/th> td> Invited talk at the a hrefhttps://www.imsi.institute/activities/computational-imaging/ relexternal nofollow noopener target_blank>IMSI Workshop on Computational Imaging/a>, University of Chicago, USA. /td> /tr> tr> th scoperow stylewidth: 16.6%>Jul 21, 2024/th> td> Two papers are accepted for oral presentation at ACM MM’24. /td> /tr> tr> th scoperow stylewidth: 16.6%>May 02, 2024/th> td> Our paper on foundation models for image fusion (a hrefhttps://arxiv.org/pdf/2402.02235 relexternal nofollow noopener target_blank>FILM/a>) is accepted at ICML’24. /td> /tr> tr> th scoperow stylewidth: 16.6%>Feb 27, 2024/th> td> Our paper on equivariant image fusion (a hrefhttps://arxiv.org/pdf/2305.11443.pdf relexternal nofollow noopener target_blank>EMMA/a>) is accepted at CVPR’24. /td> /tr> tr> th scoperow stylewidth: 16.6%>Jan 09, 2024/th> td> Invited talk at the a hrefhttps://ims.nus.edu.sg/events/ims_forummath2023/ relexternal nofollow noopener target_blank>IMS Young Mathematical Scientist Forum – Applied Math/a>, National University of Singapore (NUS), Singapore. /td> /tr> /table> /div> /div> h2> selected a href/publications/ stylecolor: inherit>publications/a> /h2> div classpublications> ol classbibliography> li> div classrow> div classcol-sm-2 abbr> abbr classbadge>ICCV/abbr> span classaward badge>Oral/span>span classaward badge>Featured/span> /div> div idchen2021equivariant classcol-sm-8> div classtitle>Equivariant Imaging: Learning Beyond the Range Space/div> div classauthor> em>Dongdong Chen/em>, Julián Tachella , and Mike E Davies /div> div classperiodical> em>In IEEE/CVF International Conference on Computer Vision (ICCV)/em> , 2021 /div> div classperiodical> /div> span classhonor> Oral Presentation /span>span classhonor> a href>/a>a hrefhttps://www.rsipvision.com/ICCV2021-Thursday/14/ relexternal nofollow noopener target_blank> (Featured in ICCV Daily)/a> /span> div classlinks> a hrefhttp://arxiv.org/abs/2103.14756 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>arXiv/a> a classbibtex btn btn-sm z-depth-0 rolebutton>Bib/a> a hrefhttps://openaccess.thecvf.com/content/ICCV2021/html/Chen_Equivariant_Imaging_Learning_Beyond_the_Range_Space_ICCV_2021_paper.html classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>HTML/a> a hrefhttps://openaccess.thecvf.com/content/ICCV2021/papers/Chen_Equivariant_Imaging_Learning_Beyond_the_Range_Space_ICCV_2021_paper.pdf classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>PDF/a> a hrefhttps://openaccess.thecvf.com/content/ICCV2021/supplemental/Chen_Equivariant_Imaging_Learning_ICCV_2021_supplemental.zip classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>Supp/a> a classabstract btn btn-sm z-depth-0 rolebutton>Video/a> a hrefhttps://github.com/edongdongchen/EI classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>Code/a> /div> div classbibtex hidden> figure classhighlight>pre>code classlanguage-bibtex data-langbibtex>span classnc>@inproceedings/span>span classp>{/span>span classnl>chen2021equivariant/span>span classp>,/span> span classna>title/span> span classp>/span> span classs>{Equivariant Imaging: Learning Beyond the Range Space}/span>span classp>,/span> span classna>author/span> span classp>/span> span classs>{Chen, Dongdong and Tachella, Juli\an and Davies, Mike E}/span>span classp>,/span> span classna>booktitle/span> span classp>/span> span classs>{IEEE/CVF International Conference on Computer Vision (ICCV)}/span>span classp>,/span> span classna>award2/span> span classp>/span> span classs>{Featured}/span>span classp>,/span> span classna>further_highlight_with_url/span> span classp>/span> span classs>{<a hrefhttps://www.rsipvision.com/ICCV2021-Thursday/14/> (Featured in ICCV Daily)</a>}/span>span classp>,/span> span classna>year/span> span classp>/span> span classs>{2021}/span>span classp>}/span>/code>/pre>/figure> /div> div classabstract hidden> div styletext-align: center;> figure> iframe srchttps://youtu.be/wGxW5bcCdxo classimg-fluid rounded z-depth-1 frameborder0 allowaccelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share allowfullscreen widthauto heightauto>/iframe> /figure> /div> /div> /div> /div> /li> li> div classrow> div classcol-sm-2 abbr> abbr classbadge>JMLR/abbr> /div> div idtachella2022jmlr classcol-sm-8> div classtitle>Sensing Theorems for Unsupervised Learning in Linear Inverse Problems/div> div classauthor> Julián Tachella , em>Dongdong Chen/em>, and Mike Davies /div> div classperiodical> em>Journal of Machine Learning Research (JMLR)/em>, 2023 /div> div classperiodical> /div> div classlinks> a hrefhttp://arxiv.org/abs/2203.12513 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>arXiv/a> a classbibtex btn btn-sm z-depth-0 rolebutton>Bib/a> a hrefhttp://jmlr.org/papers/v24/22-0315.html classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>PDF/a> /div> div classbibtex hidden> figure classhighlight>pre>code classlanguage-bibtex data-langbibtex>span classnc>@article/span>span classp>{/span>span classnl>tachella2022jmlr/span>span classp>,/span> span classna>title/span> span classp>/span> span classs>{Sensing Theorems for Unsupervised Learning in Linear Inverse Problems}/span>span classp>,/span> span classna>author/span> span classp>/span> span classs>{Tachella, Juli\an and Chen, Dongdong and Davies, Mike}/span>span classp>,/span> span classna>journal/span> span classp>/span> span classs>{Journal of Machine Learning Research (JMLR)}/span>span classp>,/span> span classna>volume/span> span classp>/span> span classs>{24}/span>span classp>,/span> span classna>number/span> span classp>/span> span classs>{39}/span>span classp>,/span> span classna>pages/span> span classp>/span> span classs>{1--45}/span>span classp>,/span> span classna>year/span> span classp>/span> span classs>{2023}/span>span classp>}/span>/code>/pre>/figure> /div> /div> /div> /li> li> div classrow> div classcol-sm-2 abbr> abbr classbadge>IEEE SPM/abbr> /div> div idchen2022spm classcol-sm-8> div classtitle>Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning/div> div classauthor> em>Dongdong Chen/em>, Mike E Davies , J Matthias Ehrhardt , Carola-Bibiane Schönlieb , Ferdia Sherry , and Julián Tachella /div> div classperiodical> em>IEEE Signal Processing Magazine/em>, 2023 /div> div classperiodical> /div> div classlinks> a hrefhttp://arxiv.org/abs/2209.01725 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>arXiv/a> a classbibtex btn btn-sm z-depth-0 rolebutton>Bib/a> a hrefhttps://ieeexplore.ieee.org/abstract/document/10004796 classbtn btn-sm z-depth-0 rolebutton relexternal nofollow noopener target_blank>PDF/a> /div> div classbibtex hidden> figure classhighlight>pre>code classlanguage-bibtex data-langbibtex>span classnc>@article/span>span classp>{/span>span classnl>chen2022spm/span>span classp>,/span> span classna>title/span> span classp>/span> span classs>{Imaging With Equivariant Deep Learning: From unrolled network design to fully unsupervised learning}/span>span classp>,/span> span classna>author/span> span classp>/span> span classs>{Chen, Dongdong and Davies, Mike E and Ehrhardt, J Matthias and Sch\onlieb, Carola-Bibiane and Sherry, Ferdia and Tachella, Juli\an}/span>span classp>,/span> span classna>journal/span> span classp>/span> span classs>{IEEE Signal Processing Magazine}/span>span classp>,/span> span classna>volume/span> span classp>/span> span classs>{40}/span>span classp>,/span> span classna>number/span> span classp>/span> span classs>{1}/span>span classp>,/span> span classna>pages/span> span classp>/span> span classs>{134-147}/span>span classp>,/span> span classna>year/span> span classp>/span> span classs>{2023}/span>span classp>}/span>/code>/pre>/figure> /div> /div> /div> /li> /ol> /div> p stylemargin-bottom: 0pt;>font faceArial> /font>/p> h3>Awards and Honors/h3> ul> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>a hrefhttps://www.enseignementsup-recherche.gouv.fr/fr/remise-des-prix-science-ouverte-du-logiciel-libre-de-la-recherche-2024-98047 relexternal nofollow noopener target_blank>Open Science Awards for Free Research Software/a>/b>, the French Ministry of Higher Education and Research, 2024/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>MICCAI-BIA18 Best Paper Nomination/b>, 2018/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>Sichuan University Excellent Graduate/b>, 2017/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>SCF Best Student Paper Award/b>, 2017/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>IES Best Student Paper Award/b>, 2014/font>/p> /li> li> p styleline-height: 150%; margin-left: 1px; margin-top: 0pt; margin-bottom: 0pt;>font size2.3>b>National Scholarship/b>, 2014/font>/p> /li> /ul> div> img srchttps://s05.flagcounter.com/map/3p8I/size_l/txt_000000/border_CCCCCC/pageviews_1/viewers_0/flags_0/ altFlag Counter border0>br> /div> /article> /div> /div> footer classfixed-bottom rolecontentinfo> div classcontainer mt-0> © Copyright 2025 Dongdong Chen. /div> /footer> script srchttps://cdn.jsdelivr.net/npm/jquery@3.6.0/dist/jquery.min.js integritysha256-/xUj+3OJU5yExlq6GSYGSHk7tPXikynS7ogEvDej/m4 crossoriginanonymous>/script> script src/assets/js/bootstrap.bundle.min.js>/script> script srchttps://cdn.jsdelivr.net/npm/mdbootstrap@4.20.0/js/mdb.min.js integritysha256-NdbiivsvWt7VYCt6hYNT3h/th9vSTL4EDWeGs5SN3DA crossoriginanonymous>/script> script defer srchttps://cdn.jsdelivr.net/npm/masonry-layout@4.2.2/dist/masonry.pkgd.min.js integritysha256-Nn1q/fx0H7SNLZMQ5Hw5JLaTRZp0yILA/FRexe19VdI crossoriginanonymous>/script> script defer srchttps://cdn.jsdelivr.net/npm/imagesloaded@5.0.0/imagesloaded.pkgd.min.js integritysha256-htrLFfZJ6v5udOG+3kNLINIKh2gvoKqwEhHYfTTMICc crossoriginanonymous>/script> script defer src/assets/js/masonry.js typetext/javascript>/script> script defer srchttps://cdn.jsdelivr.net/npm/medium-zoom@1.1.0/dist/medium-zoom.min.js integritysha256-ZgMyDAIYDYGxbcpJcfUnYwNevG/xi9OHKaR/8GK+jWc crossoriginanonymous>/script> script defer src/assets/js/zoom.js?85ddb88934d28b74e78031fd54cf8308>/script> script src/assets/js/no_defer.js?2781658a0a2b13ed609542042a859126>/script> script defer src/assets/js/common.js?fcfacfb8c6281f5e68d5a7d348186eb1>/script> script defer src/assets/js/copy_code.js?12775fdf7f95e901d7119054556e495f typetext/javascript>/script> script defer src/assets/js/jupyter_new_tab.js?d9f17b6adc2311cbabd747f4538bb15f>/script> script async srchttps://d1bxh8uas1mnw7.cloudfront.net/assets/embed.js>/script> script async srchttps://badge.dimensions.ai/badge.js>/script> script typetext/javascript>window.MathJax{tex:{tags:ams}};/script> script defer typetext/javascript idMathJax-script srchttps://cdn.jsdelivr.net/npm/mathjax@3.2.0/es5/tex-mml-chtml.js>/script> script defer srchttps://cdnjs.cloudflare.com/polyfill/v3/polyfill.min.js?featureses6>/script> script typetext/javascript>function progressBarSetup(){maxin document.createElement(progress)?(initializeProgressElement(),$(document).on(scroll,function(){progressBar.attr({value:getCurrentScrollPosition()})}),$(window).on(resize,initializeProgressElement)):(resizeProgressBar(),$(document).on(scroll,resizeProgressBar),$(window).on(resize,resizeProgressBar))}function getCurrentScrollPosition(){return $(window).scrollTop()}function initializeProgressElement(){let e$(#navbar).outerHeight(!0);$(body).css({padding-top:e}),$(progress-container).css({padding-top:e}),progressBar.css({top:e}),progressBar.attr({max:getDistanceToScroll(),value:getCurrentScrollPosition()})}function getDistanceToScroll(){return $(document).height()-$(window).height()}function resizeProgressBar(){progressBar.css({width:getWidthPercentage()+%})}function getWidthPercentage(){return getCurrentScrollPosition()/getDistanceToScroll()*100}const progressBar$(#progress);window.onloadfunction(){setTimeout(progressBarSetup,50)};/script> /body> /html>
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