{"id":147,"date":"2024-04-30T16:20:13","date_gmt":"2024-04-30T16:20:13","guid":{"rendered":"https:\/\/citestu14.savecicadabuzz.org\/?page_id=147"},"modified":"2024-05-01T17:26:16","modified_gmt":"2024-05-01T17:26:16","slug":"document-classification","status":"publish","type":"page","link":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/document-classification\/","title":{"rendered":"Document Classification"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"147\" class=\"elementor elementor-147\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f31148 e-flex e-con-boxed e-con e-parent\" data-id=\"2f31148\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0631d68 elementor-widget elementor-widget-heading\" data-id=\"0631d68\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Document Classification <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f82fd50 e-flex e-con-boxed e-con e-parent\" data-id=\"f82fd50\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-175675f elementor-widget elementor-widget-text-editor\" data-id=\"175675f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>A special pet door that only lets in cats and rejects any other animals&#8217; entry: <a href=\"https:\/\/teachablemachine.withgoogle.com\/models\/3PNvYr5AZ\/\">https:\/\/teachablemachine.withgoogle.com\/models\/3PNvYr5AZ\/<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd2f190 e-flex e-con-boxed e-con e-child\" data-id=\"bd2f190\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-38a03e6 elementor-widget elementor-widget-text-editor\" data-id=\"38a03e6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><img decoding=\"async\" class=\"alignnone wp-image-204 size-thumbnail\" src=\"https:\/\/citestu14.savecicadabuzz.org\/wp-content\/uploads\/2024\/05\/OIP-9-150x150.jpg\" alt=\"\" width=\"150\" height=\"150\" \/><img decoding=\"async\" class=\"alignnone wp-image-200 size-thumbnail\" src=\"https:\/\/citestu14.savecicadabuzz.org\/wp-content\/uploads\/2024\/05\/OIP-8-150x150.jpg\" alt=\"\" width=\"150\" height=\"150\" \/><img decoding=\"async\" class=\"alignnone wp-image-194 size-thumbnail\" style=\"font-style: inherit; font-weight: inherit;\" src=\"https:\/\/citestu14.savecicadabuzz.org\/wp-content\/uploads\/2024\/05\/OIP-6-150x150.jpg\" alt=\"\" width=\"150\" height=\"150\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-205 size-thumbnail\" style=\"font-weight: inherit;\" src=\"https:\/\/citestu14.savecicadabuzz.org\/wp-content\/uploads\/2024\/05\/OIP-10-150x150.jpg\" alt=\"\" width=\"150\" height=\"150\" \/><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-199 size-thumbnail\" style=\"font-style: inherit; font-weight: inherit;\" src=\"https:\/\/citestu14.savecicadabuzz.org\/wp-content\/uploads\/2024\/05\/OIP-7-150x150.jpg\" alt=\"\" width=\"150\" height=\"150\" \/><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1fa32f e-flex e-con-boxed e-con e-child\" data-id=\"b1fa32f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a25909 elementor-widget elementor-widget-text-editor\" data-id=\"5a25909\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In my special pet door that only allows cats to enter, I included 32 pictures of cats in the class 1 dataset, and another 32 pictures of dogs, lizards, and other animals in the class 2 dataset. So when a picture of a cat is shown, the machine (pet door) will detect class 1 and open the door. When a picture of a dog or another animal is shown, it will detect the class 2 dataset, keeping the door shut.\u00a0 A limitation I encountered was a lack of data, primarily due to time constraints and limited resources, which prevented me from acquiring a real-life cat to include in dataset 1. This presents an issue because the machine relies on the 3D dimensions of a cat&#8217;s facial and bodily structure for accurate detection. Consequently, in some cases, the pet door may be misinterpreted a real-life cat, causing the door to remain closed. Overall, the machine did work the way I wanted. When I showed it a picture of a cat it leaned towards class 1, and when I showed it a dog or other animal it classifed it as class 2.\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Document Classification A special pet door that only lets in cats and rejects any other animals&#8217; entry: https:\/\/teachablemachine.withgoogle.com\/models\/3PNvYr5AZ\/ In my [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-147","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/147","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/comments?post=147"}],"version-history":[{"count":19,"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/147\/revisions"}],"predecessor-version":[{"id":208,"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/147\/revisions\/208"}],"wp:attachment":[{"href":"https:\/\/citestu14.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/media?parent=147"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}