{"id":79,"date":"2021-03-13T20:50:45","date_gmt":"2021-03-13T20:50:45","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/?p=79"},"modified":"2021-03-14T01:51:50","modified_gmt":"2021-03-14T01:51:50","slug":"vedants-status-report-3-13-21","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/2021\/03\/13\/vedants-status-report-3-13-21\/","title":{"rendered":"Vedant&#8217;s Status Report 3\/13\/21"},"content":{"rendered":"<p>This week I worked on testing the computer vision algorithm I implemented last week. The test setup was \u00a0a stationary 12 MP camera (to simulate the one we will use) at an approximate height of 20ft recording a person walking and running wearing a red hoodie (our target) under sunny and cloudy environment:<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-81\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.18.16-PM-1-300x150.png\" alt=\"\" width=\"300\" height=\"150\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.18.16-PM-1-300x150.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.18.16-PM-1-768x384.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.18.16-PM-1-1024x512.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.18.16-PM-1.png 1267w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Sunny condition<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-82\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.20.57-PM-300x150.png\" alt=\"\" width=\"300\" height=\"150\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.20.57-PM-300x150.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.20.57-PM-768x385.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.20.57-PM-1024x513.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.20.57-PM.png 1255w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Cloudy condition<\/p>\n<p>The algorithm did not work well for the cloudy condition (where the target is walking) as it picked up the blue trash can and car that was parked:<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-83\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.23.48-PM-300x101.png\" alt=\"\" width=\"300\" height=\"101\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.23.48-PM-300x101.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.23.48-PM-768x257.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.23.48-PM-1024x343.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.23.48-PM.png 1179w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-84\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.24.42-PM-300x86.png\" alt=\"\" width=\"300\" height=\"86\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.24.42-PM-300x86.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.24.42-PM-768x221.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.24.42-PM-1024x295.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.24.42-PM.png 1706w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Note the blue dot in the center of the red bounding box is the center of the tracked object. In the first picture, the algorithm switches from tracking the person to tracking the blue car parked<\/p>\n<p>Under the sunny conditions (where the target is jogging), the algorithm was perfect in tracking the person:<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-85\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.30.35-PM-300x113.png\" alt=\"\" width=\"300\" height=\"113\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.30.35-PM-300x113.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.30.35-PM-768x289.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.30.35-PM-1024x386.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.30.35-PM.png 1385w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>As seen from the above picture, the blue car and garbage can are filtered out.<\/p>\n<p>To better the algorithm for not well lit conditions, I used rgb filtering rather than converting to hsv space:<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-87\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.37.51-PM-300x158.png\" alt=\"\" width=\"300\" height=\"158\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.37.51-PM-300x158.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.37.51-PM-768x405.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.37.51-PM-1024x539.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.37.51-PM.png 1173w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-86\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.32.53-PM-300x149.png\" alt=\"\" width=\"300\" height=\"149\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.32.53-PM-300x149.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.32.53-PM-768x381.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.32.53-PM-1024x508.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.32.53-PM.png 1076w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>In the first picture, the new algorithm is still tracking the person and has filtered out the blue vehicle in the background. In the second picture, the new algorithm also filters out the blue garbage can unlike the old algorithm.<\/p>\n<p>The new algorithm also worked in the sunny conditions:<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"alignnone size-medium wp-image-88\" src=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.43.12-PM-300x140.png\" alt=\"\" width=\"300\" height=\"140\" srcset=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.43.12-PM-300x140.png 300w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.43.12-PM-768x358.png 768w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.43.12-PM-1024x477.png 1024w, http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-content\/uploads\/sites\/131\/2021\/03\/Screen-Shot-2021-03-13-at-8.43.12-PM.png 1315w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p>Therefore, the algorithm using rgb filtering will be used. I also calculated the x, y position of the center of the target&#8217;s frame which will be used by Sid for his sate estimation algorithm.<\/p>\n<p>&nbsp;<\/p>\n<p>We are on track with our schedule. Next week, I will shift my focus on developing the circuitry for the buttons, and if I get the camera we ordered, I will run the computer vision on the TX1.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This week I worked on testing the computer vision algorithm I implemented last week. The test setup was \u00a0a stationary 12 MP camera (to simulate the one we will use) at an approximate height of 20ft recording a person walking and running wearing a red hoodie (our target) under sunny and cloudy environment: Sunny condition &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/2021\/03\/13\/vedants-status-report-3-13-21\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Vedant&#8217;s Status Report 3\/13\/21&#8221;<\/span><\/a><\/p>\n","protected":false},"author":406,"featured_media":81,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[4],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/posts\/79"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/users\/406"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/comments?post=79"}],"version-history":[{"count":1,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/posts\/79\/revisions"}],"predecessor-version":[{"id":89,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/posts\/79\/revisions\/89"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/media\/81"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/media?parent=79"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/categories?post=79"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s21-teamb9\/wp-json\/wp\/v2\/tags?post=79"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}