{"id":1892,"date":"2021-10-10T19:40:49","date_gmt":"2021-10-10T23:40:49","guid":{"rendered":"https:\/\/www.bu.edu\/photonics-ret\/?page_id=1892"},"modified":"2021-10-10T19:50:36","modified_gmt":"2021-10-10T23:50:36","slug":"ji-xin-cheng","status":"publish","type":"page","link":"https:\/\/www.bu.edu\/photonics-ret\/research-projects\/projects-2025\/current-summer-projects\/ji-xin-cheng\/","title":{"rendered":"Ji-Xin Cheng"},"content":{"rendered":"<h3><strong>Chemical Image Analysis<\/strong><\/h3>\n<p><b><img loading=\"lazy\" src=\"https:\/\/www.bu.edu\/eng\/files\/2017\/05\/Cheng-Ji-Xin-2017-copy-700x700.jpg\" class=\"alignright\" width=\"250\" height=\"250\" \/>PROJECT DESCRIPTION<br \/>\n<\/b>The goal of this project is to create an integrated framework of chemical image analysis, including various methods of denoising and image segmentation that have been developed by the Cheng lab. The outcome will be a user-friendly interface of image data analysis. The student will be supervised by Cheng and Haonan Lin, a data science expert in Cheng lab.<\/p>\n<p><b>LABORATORY MENTOR<br \/>\n<\/b><a href=\"mailto:hnlin@bu.edu\"><span style=\"font-weight: 400;\">Haonan Lin<\/span><\/a><\/p>\n<p><b>RESEARCH GOALS<br \/>\n<\/b><span style=\"font-weight: 400;\">To create a framework of hyperspectral image analysis using both supervised and unsupervised approaches.<\/span><\/p>\n<p><b>LEARNING GOALS<\/b><b><br \/>\n<\/b><span style=\"font-weight: 400;\"><span>\u2022 <\/span>Denoising<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><span>\u2022 <\/span>Image segmentation<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><span>\u2022 <\/span>Programming in python<br \/>\n<\/span><span style=\"font-weight: 400;\"><span>\u2022 <\/span>Interface development<\/span><\/p>\n<p><b>TIMELINE<br \/>\n<\/b><span style=\"text-decoration: underline;\"><span style=\"font-weight: 400;\">Weeks 1-2:<\/span><\/span><span style=\"font-weight: 400;\"> Image denoising<br \/>\n<\/span><span style=\"text-decoration: underline;\"><span style=\"font-weight: 400;\">Weeks 3-4:<\/span><\/span><span style=\"font-weight: 400;\"> Multivariant curve resolution<br \/>\n<\/span><span style=\"text-decoration: underline;\"><span style=\"font-weight: 400;\">Weeks 5-6:<\/span><\/span><span style=\"font-weight: 400;\"> LASSO analysis<br \/>\n<\/span><span style=\"text-decoration: underline;\"><span style=\"font-weight: 400;\">Weeks 7-8:<\/span><\/span><span style=\"font-weight: 400;\"> Machine learning<br \/>\n<\/span><span style=\"text-decoration: underline;\"><span style=\"font-weight: 400;\">Weeks 9-10:<\/span><\/span><span style=\"font-weight: 400;\"> Integration<\/span><\/p>\n<p><b>Learn more about Professor Ji-Xin Cheng on his <\/b><a href=\"https:\/\/www.bu.edu\/eng\/profile\/ji-xin-cheng\/\"><b>faculty page<\/b><\/a><b>.<\/b><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Chemical Image Analysis PROJECT DESCRIPTION The goal of this project is to create an integrated framework of chemical image analysis, including various methods of denoising and image segmentation that have been developed by the Cheng lab. The outcome will be a user-friendly interface of image data analysis. The student will be supervised by Cheng and [&hellip;]<\/p>\n","protected":false},"author":19768,"featured_media":0,"parent":1647,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/pages\/1892"}],"collection":[{"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/users\/19768"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/comments?post=1892"}],"version-history":[{"count":4,"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/pages\/1892\/revisions"}],"predecessor-version":[{"id":1905,"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/pages\/1892\/revisions\/1905"}],"up":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/pages\/1647"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/photonics-ret\/wp-json\/wp\/v2\/media?parent=1892"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}