{"id":973,"date":"2016-02-10T15:06:57","date_gmt":"2016-02-10T15:06:57","guid":{"rendered":"https:\/\/the7.io\/marketing-agency\/?post_type=dt_portfolio&#038;p=973"},"modified":"2023-05-30T07:08:27","modified_gmt":"2023-05-30T07:08:27","slug":"emg-spectrogram-classification","status":"publish","type":"dt_portfolio","link":"https:\/\/flashflowtech.com\/index.php\/project\/emg-spectrogram-classification\/","title":{"rendered":"EMG Pattern Recognition from Spectrogram"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row equal_height=&#8221;yes&#8221; content_placement=&#8221;middle&#8221; css=&#8221;.vc_custom_1529521975955{margin-bottom: -50px !important;}&#8221;][vc_column width=&#8221;2\/3&#8243;]<style type=\"text\/css\" data-type=\"the7_shortcodes-inline-css\">.shortcode-single-image-wrap.shortcode-single-image-80b050cf3d20b53507be7ae3aad433f2.enable-bg-rollover .rollover i,\n.shortcode-single-image-wrap.shortcode-single-image-80b050cf3d20b53507be7ae3aad433f2.enable-bg-rollover .rollover-video i {\n  background: -webkit-linear-gradient();\n  background: linear-gradient();\n}\n.shortcode-single-image-wrap.shortcode-single-image-80b050cf3d20b53507be7ae3aad433f2 .rollover-icon {\n  font-size: 32px;\n  color: #ffffff;\n  min-width: 44px;\n  min-height: 44px;\n  line-height: 44px;\n  border-radius: 100px;\n  border-style: solid;\n  border-width: 0px;\n}\n.dt-icon-bg-on.shortcode-single-image-wrap.shortcode-single-image-80b050cf3d20b53507be7ae3aad433f2 .rollover-icon {\n  background: rgba(255,255,255,0.3);\n  box-shadow: none;\n}<\/style><div class=\"shortcode-single-image-wrap shortcode-single-image-80b050cf3d20b53507be7ae3aad433f2 alignnone  vc_custom_1685428238668 enable-bg-rollover dt-icon-bg-off\" ><div class=\"shortcode-single-image\"><div class=\"fancy-media-wrap  layzr-bg\" style=\"\"><img fetchpriority=\"high\" decoding=\"async\" class=\"preload-me lazy-load aspect\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D&#39;http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg&#39;%20viewBox%3D&#39;0%200%20900%20600&#39;%2F%3E\" data-src=\"https:\/\/flashflowtech.com\/wp-content\/uploads\/2016\/02\/emg-spectrogram-900x600.png\" data-srcset=\"https:\/\/flashflowtech.com\/wp-content\/uploads\/2016\/02\/emg-spectrogram-900x600.png 900w, https:\/\/flashflowtech.com\/wp-content\/uploads\/2016\/02\/emg-spectrogram-1280x853.png 1280w\" loading=\"eager\" sizes=\"(max-width: 900px) 100vw, 900px\" width=\"900\" height=\"600\"  data-dt-location=\"https:\/\/flashflowtech.com\/index.php\/project\/emg-spectrogram-classification\/emg-spectrogram\/\" style=\"--ratio: 900 \/ 600;box-shadow:0px 2px 15px 0px rgba(0,0,0,0.2); -webkit-box-shadow:0px 2px 15px 0px rgba(0,0,0,0.2);\" alt=\"\" \/><\/div><\/div><\/div>[\/vc_column][vc_column width=&#8221;1\/3&#8243;][vc_column_text css=&#8221;.vc_custom_1685428048784{padding-bottom: 50px !important;}&#8221;]<span style=\"color: #333333;\"><strong>PROJECT TYPE<\/strong><\/span><br \/>\nHuman Machine Interface<\/p>\n<p><span style=\"color: #333333;\"><strong>TECHNOLOGIES<\/strong><\/span><br \/>\nPython, Tensorflow, Machine Learning, Deep Learning, Signal Processing, Spectrogram<\/p>\n<p><strong><span style=\"color: #333333;\">SERVICES PROVIDED<\/span><\/strong><br \/>\nDesign and Development of Prototype for Gesture Recognition from EMG Spectrogram using AI Methods[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>A deep learning model was developed to recognize gestures from EMG data spectrogram. The results of the project were presented at the 7th International Conference on Information and Communication Technology for Intelligent Systems, Ahmedabad on April 27th.<\/p>\n","protected":false},"author":3,"featured_media":2346,"comment_status":"closed","ping_status":"closed","template":"","dt_portfolio_category":[18],"dt_portfolio_tags":[],"class_list":["post-973","dt_portfolio","type-dt_portfolio","status-publish","has-post-thumbnail","hentry","dt_portfolio_category-research","dt_portfolio_category-18","description-off"],"_links":{"self":[{"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/dt_portfolio\/973","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/dt_portfolio"}],"about":[{"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/types\/dt_portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/comments?post=973"}],"version-history":[{"count":4,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/dt_portfolio\/973\/revisions"}],"predecessor-version":[{"id":2358,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/dt_portfolio\/973\/revisions\/2358"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/media\/2346"}],"wp:attachment":[{"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/media?parent=973"}],"wp:term":[{"taxonomy":"dt_portfolio_category","embeddable":true,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/dt_portfolio_category?post=973"},{"taxonomy":"dt_portfolio_tags","embeddable":true,"href":"https:\/\/flashflowtech.com\/index.php\/wp-json\/wp\/v2\/dt_portfolio_tags?post=973"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}