{"id":36708,"date":"2022-06-22T12:34:42","date_gmt":"2022-06-22T16:34:42","guid":{"rendered":"https:\/\/www.bu.edu\/cise\/?p=36708"},"modified":"2022-06-29T18:12:36","modified_gmt":"2022-06-29T22:12:36","slug":"professor-tians-paper-on-adaptive-3d-descattering-was-featured-in-light-science-applications","status":"publish","type":"post","link":"https:\/\/www.bu.edu\/cise\/professor-tians-paper-on-adaptive-3d-descattering-was-featured-in-light-science-applications\/","title":{"rendered":"Professor Tian\u2019s Paper on Adaptive 3D Descattering is the Cover Feature in Nature&#8217;s Light: Science &#038; Applications"},"content":{"rendered":"<figure id=\"attachment_36438\" aria-describedby=\"caption-attachment-36438\" style=\"width: 259px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" src=\"\/cise\/files\/2022\/04\/Lei-Tian-1-583x636.jpg\" alt=\"\" width=\"249\" height=\"272\" class=\"wp-image-36438\" srcset=\"https:\/\/www.bu.edu\/cise\/files\/2022\/04\/Lei-Tian-1-583x636.jpg 583w, https:\/\/www.bu.edu\/cise\/files\/2022\/04\/Lei-Tian-1-939x1024.jpg 939w, https:\/\/www.bu.edu\/cise\/files\/2022\/04\/Lei-Tian-1-768x838.jpg 768w, https:\/\/www.bu.edu\/cise\/files\/2022\/04\/Lei-Tian-1-1408x1536.jpg 1408w, https:\/\/www.bu.edu\/cise\/files\/2022\/04\/Lei-Tian-1-1877x2048.jpg 1877w, https:\/\/www.bu.edu\/cise\/files\/2022\/04\/Lei-Tian-1.jpg 1991w\" sizes=\"(max-width: 249px) 100vw, 249px\" \/><figcaption id=\"caption-attachment-36438\" class=\"wp-caption-text\">Lei Tian, Assistant Professor (ECE, BME)<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">CISE faculty affiliate <a href=\"https:\/\/www.bu.edu\/cise\/profile\/lei-tian\/\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>Lei Tian<\/strong><\/a> (ECE, BME) has published a paper entitled <\/span><a href=\"https:\/\/www.nature.com\/articles\/s41377-022-00730-x\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">Adaptive 3D descattering with a dynamic synthesis network<\/span><\/a><span style=\"font-weight: 400;\">\u00a0that was featured on the\u00a0<\/span><span style=\"font-weight: 400;\">cover of Nature&#8217;s\u00a0<\/span><i><span style=\"font-weight: 400;\">Light: Science &amp; Applications<\/span><\/i><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tian\u2019s paper focused on training a descattering network for image recovery in scattering media using an adaptive learning framework, termed dynamic synthesis network (DSN). The framework is able to adjust the model weights and adapt to different scattering conditions. <\/span><span style=\"font-weight: 400;\">The adaptability is achieved by a novel \u201cmixture of experts\u201d architecture that enables dynamically synthesizing a network by blending multiple experts using a gating network. <\/span><span style=\"font-weight: 400;\">Tian\u2019s group found that training the DSN on simulated data generated by a physically accurate multiple scattering model enables generalization to real experiments and achieves robust 3D descattering.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The implications of this research are vast, and this concept may be applied to image denoising and <\/span><span style=\"font-weight: 400;\">imaging in scattering media,<\/span><span style=\"font-weight: 400;\"> computational fluorescence microscopy, and imaging and light control in complex media, such as biological tissues.<\/span><\/p>\n<figure id=\"attachment_36715\" aria-describedby=\"caption-attachment-36715\" style=\"width: 496px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" src=\"\/cise\/files\/2022\/06\/image001-486x636.jpg\" alt=\"\" width=\"486\" height=\"636\" class=\"size-medium wp-image-36715\" srcset=\"https:\/\/www.bu.edu\/cise\/files\/2022\/06\/image001-486x636.jpg 486w, https:\/\/www.bu.edu\/cise\/files\/2022\/06\/image001-782x1024.jpg 782w, https:\/\/www.bu.edu\/cise\/files\/2022\/06\/image001-768x1006.jpg 768w, https:\/\/www.bu.edu\/cise\/files\/2022\/06\/image001-1173x1536.jpg 1173w, https:\/\/www.bu.edu\/cise\/files\/2022\/06\/image001-1564x2048.jpg 1564w, https:\/\/www.bu.edu\/cise\/files\/2022\/06\/image001-scaled.jpg 1955w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/><figcaption id=\"caption-attachment-36715\" class=\"wp-caption-text\">Professor Tian&#8217;s paper is featured as the cover of Light: Science &amp; Applications.<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>CISE faculty affiliate Lei Tian (ECE, BME) has published a paper entitled Adaptive 3D descattering with a dynamic synthesis network\u00a0that was featured on the\u00a0cover of Nature&#8217;s\u00a0Light: Science &amp; Applications.\u00a0 Tian\u2019s paper focused on training a descattering network for image recovery in scattering media using an adaptive learning framework, termed dynamic synthesis network (DSN). The framework [&hellip;]<\/p>\n","protected":false},"author":19737,"featured_media":36709,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[127,76],"tags":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts\/36708"}],"collection":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/users\/19737"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/comments?post=36708"}],"version-history":[{"count":13,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts\/36708\/revisions"}],"predecessor-version":[{"id":36738,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts\/36708\/revisions\/36738"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/media\/36709"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/media?parent=36708"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/categories?post=36708"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/tags?post=36708"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}