{"id":3267,"date":"2020-01-28T22:12:19","date_gmt":"2020-01-29T03:12:19","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?p=3267"},"modified":"2020-01-28T22:12:19","modified_gmt":"2020-01-29T03:12:19","slug":"cs388-week-2-second-idea","status":"publish","type":"post","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/01\/28\/cs388-week-2-second-idea\/","title":{"rendered":"CS388 &#8211; Week 2 &#8211; Second Idea"},"content":{"rendered":"\n<ol class=\"wp-block-list\"><li><strong>Name\nof Your Project<\/strong><strong><\/strong><\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Driver Drowsiness Detection Using Deep Neural Networks<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>What\nresearch topic\/question your project is going to address?<\/strong><strong><\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Driving while feeling sleepy or tired is one of the main causes of\ntraffic accidents. One solution for this might be having a device in the car\nthat monitor drivers\u2019 behaviors and facial expressions and ring the alarm if\nthe drivers tend to fall asleep.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>What\ntechnology will be used in your project?<\/strong><strong><\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Dataset of\nfacial expressions (images and videos)<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>What\nsoftware and hardware will be needed for your project?<\/strong><strong><\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Python, PyTorch (or Keras)<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>How\nare you planning to implement?<\/strong><strong><\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Build a pipeline that first apply some image processing techniques to\nimprove the quality of the images, then train a model (using neural networks)\nto detect and locate face position in the images, and the last step is to build\na model (also using deep neural networks) to classify the behaviors and facial\nexpressions.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>How\nis your project different from others? What\u2019s new in your project?<\/strong><strong><\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Most relevant projects track the drivers\u2019 eyes to see if they close their\neyes. I am considering checking eyes movements and also other behaviors such as\nyawning or nodding off in order to improve the classification performance.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>What\u2019s\nthe difficulties of your project? What problems you might encounter during your\nproject?<\/strong><strong><\/strong><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">There might not be a big dataset for me to use.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Name of Your Project Driver Drowsiness Detection Using Deep Neural Networks What research topic\/question your project is going to address? Driving while feeling sleepy or tired is one of the main causes of traffic accidents. One solution for this might be having a device in the car that monitor drivers\u2019 behaviors and facial expressions and &#8230; <a title=\"CS388 &#8211; Week 2 &#8211; Second Idea\" class=\"read-more\" href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/2020\/01\/28\/cs388-week-2-second-idea\/\" aria-label=\"Read more about CS388 &#8211; Week 2 &#8211; Second Idea\">Read more<\/a><\/p>\n","protected":false},"author":90,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[101,119,19],"tags":[],"class_list":["post-3267","post","type-post","status-publish","format-standard","hentry","category-101","category-kate-nguyen","category-student"],"_links":{"self":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/3267","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/users\/90"}],"replies":[{"embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/comments?post=3267"}],"version-history":[{"count":1,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/3267\/revisions"}],"predecessor-version":[{"id":3268,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/posts\/3267\/revisions\/3268"}],"wp:attachment":[{"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/media?parent=3267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/categories?post=3267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/portfolios.cs.earlham.edu\/index.php\/wp-json\/wp\/v2\/tags?post=3267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}