{"id":159,"date":"2024-03-23T23:14:31","date_gmt":"2024-03-23T23:14:31","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/?p=159"},"modified":"2024-03-23T23:14:31","modified_gmt":"2024-03-23T23:14:31","slug":"simons-status-report-for-3-23-2024","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/2024\/03\/23\/simons-status-report-for-3-23-2024\/","title":{"rendered":"Simon&#8217;s Status Report for 3\/23\/2024"},"content":{"rendered":"<p><strong>Accomplishments<\/strong><\/p>\n<p>Realized I had to retrain model because I accidentally set the image size to 64&#215;64 in the original, which made it so that the model would fail to make accurate predictions on images with higher resolution. Scaling down images\/video to 64&#215;64 worked, but with lower confidence on predictions than I would have liked. With a new model trained with image size of 640&#215;640, the model works much better and with higher resolution images and predicts correctly with higher confidence than the scaled down images for previous models.<\/p>\n<p>With the new model, I used YOLOv8&#8217;s object counting to count the number of shopping carts in a certain region of an image. I&#8217;ve tested it with stock footage to verify that it works on an extremely simple case, and Brian and I will go to grocery stores tomorrow to take video footage from our desired camera angle so that we can see if it works correctly.<\/p>\n<p><strong>Progress<\/strong><\/p>\n<p>I&#8217;m hoping I&#8217;m close to being done with shopping cart detection (need to verify that it works and make changes accordingly), but if all goes well then I should be somewhat caught up. For next week, I will try to make sure the shopping cart detection is working and once I&#8217;m confident that it is, I can help Shubhi on relative fullness detection.<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Accomplishments Realized I had to retrain model because I accidentally set the image size to 64&#215;64 in the original, which made it so that the model would fail to make accurate predictions on images with higher resolution. Scaling down images\/video to 64&#215;64 worked, but with lower confidence on predictions than I would have liked. With &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/2024\/03\/23\/simons-status-report-for-3-23-2024\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Simon&#8217;s Status Report for 3\/23\/2024&#8221;<\/span><\/a><\/p>\n","protected":false},"author":886,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[5],"tags":[],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/posts\/159"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/users\/886"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/comments?post=159"}],"version-history":[{"count":1,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/posts\/159\/revisions"}],"predecessor-version":[{"id":169,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/posts\/159\/revisions\/169"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/media?parent=159"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/categories?post=159"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s24-teamc3\/wp-json\/wp\/v2\/tags?post=159"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}