{"id":2071,"date":"2015-03-27T12:20:15","date_gmt":"2015-03-27T19:20:15","guid":{"rendered":"http:\/\/jnack.com\/blog\/?p=2071"},"modified":"2015-03-27T13:46:40","modified_gmt":"2015-03-27T20:46:40","slug":"crowdsourcing-better-portraits","status":"publish","type":"post","link":"https:\/\/jnack.com\/blog\/2015\/03\/27\/crowdsourcing-better-portraits\/","title":{"rendered":"&#8220;Smile for the computer!&#8221; Crowdsourcing better portraits"},"content":{"rendered":"<p><a href=\"http:\/\/www.eecs.berkeley.edu\/~junyanz\/projects\/mirrormirror\/index.html\">Interesting exploration<\/a> from researchers at Adobe (including Aseem Agarwala, who just joined Google) and Berkeley:<\/p>\n<blockquote>\n<p>[T]rain a model that can automatically predict attractiveness of different expressions of a given person. We also train a cross-subject model that evaluates portrait attractiveness of novel subjects and show how it can be used to automatically mine attractive photos from personal photo collections. Furthermore, we show how, with a little bit ($5-worth) of extra crowdsourcing, we can substantially improve the cross-subject model by \u201cfine-tuning\u201d it to a new individual using active learning. Finally, we demonstrate a training app that helps people learn how to mimic their best expressions.<\/p>\n<\/blockquote>\n<p><iframe loading=\"lazy\" width=\"604\" height=\"453\" src=\"https:\/\/www.youtube.com\/embed\/AWjcAbvtm04?feature=oembed\" frameborder=\"0\" allow=\"autoplay; encrypted-media\" allowfullscreen><\/iframe><\/p>\n<p>[<a href=\"https:\/\/www.youtube.com\/watch?v=AWjcAbvtm04\">YouTube<\/a>]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Interesting exploration from researchers at Adobe (including Aseem Agarwala, who just joined Google) and Berkeley: [T]rain a model that can automatically predict attractiveness of different expressions of a given person. We also train a cross-subject model that evaluates portrait attractiveness of novel subjects and show how it can be used to automatically mine attractive photos [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[],"_links":{"self":[{"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/posts\/2071"}],"collection":[{"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/comments?post=2071"}],"version-history":[{"count":4,"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/posts\/2071\/revisions"}],"predecessor-version":[{"id":2176,"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/posts\/2071\/revisions\/2176"}],"wp:attachment":[{"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/media?parent=2071"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/categories?post=2071"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jnack.com\/blog\/wp-json\/wp\/v2\/tags?post=2071"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}