{"id":36,"date":"2025-09-30T18:40:08","date_gmt":"2025-09-30T18:40:08","guid":{"rendered":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/?page_id=36"},"modified":"2025-10-01T01:02:52","modified_gmt":"2025-10-01T01:02:52","slug":"overview","status":"publish","type":"page","link":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/","title":{"rendered":"Overview"},"content":{"rendered":"\n<p>SHORT DESCRIPTION: Students will create a low-cost embedded product with camera that is able to learn and recognize a custom and reconfigurable set of 5-10 basic hand signals. For example, this could be used as an alternative method to control digital devices from a far. A mobile application should allow users to 1) configure the device to connect to WiFi\/Bluetooth, 2) perform real-time machine learning and training for new hand signals, 3) recognize and effectively identify signals when present. The real constraint of this project is the embedded hardware cost and size, meaning that most computation will need to be forwarded to a cloud server for processing.<\/p>\n\n\n\n<p>DESIGN COST CONSTRAINTS &lt; $5\/unit<\/p>\n\n\n\n<p>DESIGN TIME CONSTRAINTS &lt; 6 months for development and testing<\/p>\n\n\n\n<p>OTHER QUANTITATIVE DESIGN CONSTRAINTS (at least 3):<\/p>\n\n\n\n<p>1. Prediction Accuracy &gt; 75%<\/p>\n\n\n\n<p>2. False Alarm Rate &lt; 5%<\/p>\n\n\n\n<p>3. Prediction Speed &lt; 1 second<\/p>\n\n\n\n<p>MAXIMUM LEVEL DESIGN: Choose One of Two Below<\/p>\n\n\n\n<p>System-Level: meaning that students can use any components they see fit, with advisor approval.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">Summary<\/h5>\n\n\n\n<p>Students will create a low-cost embedded product with camera that is able to learn and recognize a custom and reconfigurable set of 5-10 basic hand signals. For example, this could be used as an alternative method to control digital devices from a far.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">Faculty Advisor<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dr. Anthony Deese<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">Industry Advisor<\/h5>\n\n\n\n<p>Joseph Jesson<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">Other Quantitative Design\/Evaluation Criteria (at least 3)<\/h5>\n\n\n\n<p>DESIGN COST CONSTRAINTS &lt; $5\/unit<br>DESIGN TIME CONSTRAINTS &lt; 6 months for development and testing<br>OTHER QUANTITATIVE DESIGN CONSTRAINTS (at least 3):<br>1. Prediction Accuracy > 75%<br>2. False Alarm Rate &lt; 5%<br>3. Prediction Speed &lt; 1 second<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SHORT DESCRIPTION: Students will create a low-cost embedded product with camera that is able to learn and recognize a custom and reconfigurable set of 5-10 basic hand signals. For example, this could be used as an alternative method to control digital devices from a far. A mobile application should allow users to 1) configure the &hellip; <a href=\"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Overview<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":704,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-36","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/pages\/36","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/users\/704"}],"replies":[{"embeddable":true,"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/comments?post=36"}],"version-history":[{"count":0,"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/pages\/36\/revisions"}],"wp:attachment":[{"href":"https:\/\/engprojects.tcnj.edu\/lce-hand-signal-recognition\/wp-json\/wp\/v2\/media?parent=36"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}