{"id":272,"date":"2022-04-23T23:00:37","date_gmt":"2022-04-24T03:00:37","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/?p=272"},"modified":"2022-04-23T23:47:02","modified_gmt":"2022-04-24T03:47:02","slug":"23-apr-22-team-status-report","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/2022\/04\/23\/23-apr-22-team-status-report\/","title":{"rendered":"23 Apr 22 &#8211; Team Status Report"},"content":{"rendered":"<p>We made quite a bit of progress this week with our project, and are actually mostly prepared for a demo already \ud83d\ude00 We will focus our efforts on simple incremental changes + lots of testing.<\/p>\n<p>We have thus far:<\/p>\n<ol>\n<li style=\"list-style-type: none\">\n<ol>\n<li>Integrated the entire system with our tablet + Jetson<\/li>\n<li>Completed a benchmark accuracy and speed test<\/li>\n<li>Did extensive full-system bug-testing and fixed some bugs in our back-end code with returns and made the system more robust against incorrect quantity data (e.g. removing more fruits than there are in the fridge)<strong><br \/>\n<\/strong><\/li>\n<li>Completed training of self-collected classes, including bell peppers, and are potentially looking at adding more classes.<\/li>\n<li>Debugged and fixed classification speed issues on the Jetson<\/li>\n<li>Spray-painted the background white to improve algorithm accuracy<\/li>\n<li>CV algorithm is now more robust against &#8220;false triggers&#8221;<\/li>\n<li>Nutritional information now available to user<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-large wp-image-273\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-content\/uploads\/sites\/184\/2022\/04\/photo_2022-04-22_17-11-26-1024x576.jpg\" alt=\"\" width=\"525\" height=\"295\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-content\/uploads\/sites\/184\/2022\/04\/photo_2022-04-22_17-11-26-1024x576.jpg 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-content\/uploads\/sites\/184\/2022\/04\/photo_2022-04-22_17-11-26-300x169.jpg 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-content\/uploads\/sites\/184\/2022\/04\/photo_2022-04-22_17-11-26-768x432.jpg 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-content\/uploads\/sites\/184\/2022\/04\/photo_2022-04-22_17-11-26.jpg 1280w\" sizes=\"(max-width: 525px) 100vw, 525px\" \/><\/p>\n<p>That being said, we have found out some interesting findings and possible improvements that we can make to our project that will make our product even more refined:<\/p>\n<ol>Adding email or in-app notifications to remind the user that their food is expiring soon (backend + frontend)<\/p>\n<li>Quantity detection using simple white background thresholding and GrabCut (CV, backend interface already in place)<\/li>\n<li>Different fruit type selection (see Figure above) (frontend + CV)<\/li>\n<li>Smart recipe detection<\/li>\n<li>EVEN MORE TESTING TESTING TESTING.<\/li>\n<\/ol>\n<p>We are currently comfortably ahead of schedule but will keep pressing on in refining our final product \ud83d\ude42<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We made quite a bit of progress this week with our project, and are actually mostly prepared for a demo already \ud83d\ude00 We will focus our efforts on simple incremental changes + lots of testing. We have thus far: Integrated the entire system with our tablet + Jetson Completed a benchmark accuracy and speed test &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/2022\/04\/23\/23-apr-22-team-status-report\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;23 Apr 22 &#8211; Team Status Report&#8221;<\/span><\/a><\/p>\n","protected":false},"author":535,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[5,6],"tags":[],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/posts\/272"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/users\/535"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/comments?post=272"}],"version-history":[{"count":4,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/posts\/272\/revisions"}],"predecessor-version":[{"id":281,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/posts\/272\/revisions\/281"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/media?parent=272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/categories?post=272"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s22-teamb3\/wp-json\/wp\/v2\/tags?post=272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}