{"id":1884,"date":"2025-07-18T11:35:31","date_gmt":"2025-07-18T15:35:31","guid":{"rendered":"https:\/\/sites.nd.edu\/chaoli-wang\/?page_id=1884"},"modified":"2025-10-08T08:39:08","modified_gmt":"2025-10-08T12:39:08","slug":"dl4scivis","status":"publish","type":"page","link":"https:\/\/sites.nd.edu\/chaoli-wang\/research\/dl4scivis\/","title":{"rendered":"DL4SciVis"},"content":{"rendered":"\n\n<h2>Visualization Synthesis &amp; Natural Language Interaction<\/h2>\n<table style=\"border: none\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2024\/08\/vis24-stylerf.jpg\" width=\"876\" height=\"300\" border=\"0\"><br>StyleRF-VolVis [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis24-stylerf.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS24<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/02\/pvis25-visnerf.jpg\" width=\"858\" height=\"300\" border=\"0\"><br>VisNeRF [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/pvis25-visnerf.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">PVIS25<\/a>]<\/td>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/01\/pvis25-ivrgs.jpg\" width=\"846\" height=\"300\" border=\"0\"><br>iVR-GS [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/pvis25-ivrgs.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">PVIS25<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/07\/vis25-texgs.jpg\" width=\"470\" height=\"300\" border=\"0\"><br>TexGS-VolVis [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis25-texgs.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS25<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/07\/vis25-volseg.jpg\" width=\"1044\" height=\"300\" border=\"0\"><br>VolSegGS [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis25-volseg.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS25<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/07\/vis25-nli4volvis.jpg\" width=\"770\" height=\"300\" border=\"0\"><br>NLI4VolVis [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis25-nli4volvis.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS25<\/a>]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n<h2>Representation Learning &amp; Neural Representation<\/h2>\n<table style=\"border: none\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2019\/10\/tvcg20-flownet.jpg\" width=\"430\" height=\"300\" border=\"0\"><br>FlowNet [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/tvcg20-flownet.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">TVCG20<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2022\/03\/evis22-surfnet.jpg\" width=\"580\" height=\"300\" border=\"0\"><br>SurfNet [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/evis22-surfnet.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">EVIS22<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2022\/12\/tvcg22-coordnet.jpg\" width=\"456\" height=\"300\" border=\"0\"><br>CoordNet [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/tvcg23-coordnet.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">TVCG23<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2023\/08\/cg23-nervi.jpg\" width=\"458\" height=\"300\" border=\"0\"><br>NeRVI [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cg23-nervi.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CAG23<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2024\/01\/pvis24-ecnr.jpg\" width=\"846\" height=\"300\" border=\"0\"><br>ECNR [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/pvis24-ecnr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">PVIS24<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/07\/vis25-moe-inr.jpg\" width=\"408\" height=\"300\" border=\"0\"><br>MoE-INR [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis25-moeinr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS25<\/a>]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n<h2>Super-Resolution Generation, Data Reconstruction &amp; Data Translation<\/h2>\n<table style=\"border: none\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2018\/10\/cga19-ffr.jpg\" width=\"490\" height=\"300\" border=\"0\"><br>VFR-SFD [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cga19-ffr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CG&amp;A19<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2019\/08\/vis19-tsr.jpg\" width=\"430\" height=\"300\" border=\"0\"><br>TSR-TVD [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis19-tsr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS19<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2020\/05\/pvis20-ssr.jpg\" width=\"588\" height=\"300\" border=\"0\"><br>SSR-VFD [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/pvis20-ssr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">PVIS20<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2020\/09\/vis20-v2v.jpg\" width=\"550\" height=\"300\" border=\"0\"><br>V2V [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis20-v2v.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS20<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2021\/06\/cga21-vfr.jpg\" width=\"646\" height=\"300\" border=\"0\"><br>VFR-UFD [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cga21-vfr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CG&amp;A21<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2021\/07\/vis21-stnet.jpg\" width=\"636\" height=\"300\" border=\"0\"><br>STNet [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/vis21-stnet.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VIS21<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2020\/10\/tvcg21-ssr.jpg\" width=\"526\" height=\"300\" border=\"0\"><br>SSR-TVD [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/tvcg22-ssr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">TVCG22<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2022\/02\/cg22-tsr.jpg\" width=\"994\" height=\"300\" border=\"0\"><br>TSR-VFD [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cg22-tsr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CAG22<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2022\/02\/pvis22-s2v.jpg\" width=\"418\" height=\"300\" border=\"0\"><br>Scalar2Vec [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/pvis22-s2v.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">PVIS22<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2022\/03\/pvis22-vcnet.jpg\" width=\"528\" height=\"300\" border=\"0\"><br>VCNet [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/pvis22-vcnet.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">VI22<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2023\/04\/cg23-gmt.jpg\" width=\"576\" height=\"300\" border=\"0\"><br>GMT [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cg23-gmt.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CAG23<\/a>]<\/td>\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2023\/12\/cg24-stsrinr.jpg\" width=\"828\" height=\"300\" border=\"0\"><br>STSR-INR [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cg24-stsrinr.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CAG24<\/a>]<\/td>\n<\/tr>\n\n<tr style=\"background-color: transparent;border: none\">\n<td style=\"background-color: transparent;text-align: center;border: none\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/sites.nd.edu\/chaoli-wang\/files\/2025\/07\/cg25-revolve.jpg\" width=\"1166\" height=\"300\" border=\"0\"><br>ReVolVE [<a href=\"https:\/\/academicweb.nd.edu\/~cwang11\/papers\/cg25-revolve.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">CAG25<\/a>]<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>Visualization Synthesis &amp; Natural Language Interaction StyleRF-VolVis [VIS24] VisNeRF [PVIS25] iVR-GS [PVIS25] TexGS-VolVis [VIS25] VolSegGS [VIS25] NLI4VolVis [VIS25] Representation Learning &amp; Neural Representation FlowNet [TVCG20] SurfNet [EVIS22] CoordNet [TVCG23] NeRVI [CAG23] ECNR [PVIS24] MoE-INR [VIS25] Super-Resolution Generation, Data Reconstruction &amp; Data Translation VFR-SFD [CG&amp;A19] TSR-TVD [VIS19] SSR-VFD [PVIS20] V2V [VIS20] VFR-UFD [CG&amp;A21] STNet [VIS21] SSR-TVD [&hellip;]<\/p>\n","protected":false},"author":2576,"featured_media":0,"parent":260,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1884","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/pages\/1884","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/users\/2576"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/comments?post=1884"}],"version-history":[{"count":36,"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/pages\/1884\/revisions"}],"predecessor-version":[{"id":2149,"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/pages\/1884\/revisions\/2149"}],"up":[{"embeddable":true,"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/pages\/260"}],"wp:attachment":[{"href":"https:\/\/sites.nd.edu\/chaoli-wang\/wp-json\/wp\/v2\/media?parent=1884"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}