{"id":298,"date":"2020-04-11T17:03:26","date_gmt":"2020-04-11T17:03:26","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/?p=298"},"modified":"2020-04-11T21:48:40","modified_gmt":"2020-04-11T21:48:40","slug":"jerrys-status-update-for-04-11-week-9","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/2020\/04\/11\/jerrys-status-update-for-04-11-week-9\/","title":{"rendered":"Jerry&#8217;s Status Update for 04\/11 (Week 9)"},"content":{"rendered":"<h2><strong>Progress<\/strong><\/h2>\n<p>This week, I trained a few new models on the new dataset for the point. With evaluating validation accuracy on seperate videos, I found that the SVM method gave around 92% accuracy. So, I also tried a simple categorical neural net that gave around 93% validation accuracy. Additionally, I tried a multitask model that predicted the x and y categories individually. This gave the best results, with 97% validation accuracy for the x axis and 94% on the y axis.<\/p>\n<p>Installing tensorflow on the Xavier board took some time, but I have recorded the installation steps for future reference.<\/p>\n<p>I am also collecting the larger point dataset, with a room larger than just 3&#215;3 bins.<\/p>\n<h2><strong>Deliverables next week<\/strong><\/h2>\n<p>Next week, I will apply some SVM tuning suggestions Marios gave us. I am also going to train the models on the larger point dataset. I will also work on a trigger for the dataset.<\/p>\n<h2><strong>Schedule<\/strong><\/h2>\n<p>On schedule.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Progress This week, I trained a few new models on the new dataset for the point. With evaluating validation accuracy on seperate videos, I found that the SVM method gave around 92% accuracy. So, I also tried a simple categorical neural net that gave around 93% validation accuracy. Additionally, I tried a multitask model that &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/2020\/04\/11\/jerrys-status-update-for-04-11-week-9\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Jerry&#8217;s Status Update for 04\/11 (Week 9)&#8221;<\/span><\/a><\/p>\n","protected":false},"author":307,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[6,5],"tags":[11,10],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/posts\/298"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/users\/307"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/comments?post=298"}],"version-history":[{"count":4,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/posts\/298\/revisions"}],"predecessor-version":[{"id":312,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/posts\/298\/revisions\/312"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/media?parent=298"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/categories?post=298"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s20-teamf2\/wp-json\/wp\/v2\/tags?post=298"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}