{"id":190358,"date":"2024-05-30T10:22:24","date_gmt":"2024-05-30T15:22:24","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/05\/computational-lens-unmasks-hidden-3d-information-from-a-single-2d-micrograph"},"modified":"2024-05-30T10:22:24","modified_gmt":"2024-05-30T15:22:24","slug":"computational-lens-unmasks-hidden-3d-information-from-a-single-2d-micrograph","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/05\/computational-lens-unmasks-hidden-3d-information-from-a-single-2d-micrograph","title":{"rendered":"Computational lens unmasks hidden 3D information from a single 2D micrograph"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/computational-lens-unmasks-hidden-3d-information-from-a-single-2d-micrograph3.jpg\"><\/a><\/p>\n<p>Dr. Deepan Balakrishnan, the first author, said, \u201cOur work shows the <a href=\"https:\/\/phys.org\/tags\/theoretical+framework\/\" rel=\"tag\" class=\"\">theoretical framework<\/a> for single-shot 3D imaging with TEMs. We are developing a generalized method using physics-based machine learning models that learn material priors and provide 3D relief for any 2D projection.\u201d<\/p>\n<p>The team also envisions further generalizing the formulation of pop-out metrology beyond TEMs to any coherent imaging system for optically thick samples (i.e., X-rays, electrons, visible light photons, etc.).<\/p>\n<p>Prof Loh added, \u201cLike human vision, inferring 3D information from a 2D image requires context. Pop-out is similar, but the context comes from the material we focus on and our understanding of how photons and electrons interact with them.\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dr. Deepan Balakrishnan, the first author, said, \u201cOur work shows the theoretical framework for single-shot 3D imaging with TEMs. We are developing a generalized method using physics-based machine learning models that learn material priors and provide 3D relief for any 2D projection.\u201d The team also envisions further generalizing the formulation of pop-out metrology beyond TEMs [\u2026]<\/p>\n","protected":false},"author":511,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1635,6],"tags":[],"class_list":["post-190358","post","type-post","status-publish","format-standard","hentry","category-materials","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/190358","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/511"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=190358"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/190358\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=190358"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=190358"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=190358"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}