{"id":20113,"date":"2019-07-16T10:38:00","date_gmt":"2019-07-16T07:38:00","guid":{"rendered":"https:\/\/dev.hectre.com\/?post_type=blog&#038;p=20113"},"modified":"2024-04-01T18:35:27","modified_gmt":"2024-04-01T15:35:27","slug":"the-initial-apple-size-detector-is-built","status":"publish","type":"blog","link":"https:\/\/staging.hectre.com\/pl\/blog\/the-initial-apple-size-detector-is-built\/","title":{"rendered":"The Initial Apple Size Detector Is Built"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"20113\" class=\"elementor elementor-20113\" data-elementor-post-type=\"blog\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-76057613 elementor-section-stretched banner type-2 header-light elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76057613\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4362eb0\" data-id=\"4362eb0\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7392029b e-flex e-con-boxed e-con e-parent\" data-id=\"7392029b\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f50565a elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1f50565a\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 17-06-2024 *\/\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>The Initial Apple Size Detector Is Built<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15c99086 elementor-widget elementor-widget-text-editor\" data-id=\"15c99086\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Fruit Sizing App<\/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<div class=\"elementor-element elementor-element-45df9f75 e-flex e-con-boxed e-con e-parent\" data-id=\"45df9f75\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-13260020 e-con-full e-flex e-con e-parent\" data-id=\"13260020\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-63949e2a e-con-full e-flex e-con e-parent\" data-id=\"63949e2a\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3731045 elementor-widget elementor-widget-image\" data-id=\"3731045\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.22.0 - 17-06-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" width=\"150\" height=\"150\" src=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2022\/11\/Luke-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-19720\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2022\/11\/Luke-150x150.png 150w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2022\/11\/Luke-12x12.png 12w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2022\/11\/Luke.png 300w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-694f6b8b elementor-widget elementor-widget-text-editor\" data-id=\"694f6b8b\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Brought to you by:<\/p><p><span style=\"white-space-collapse: preserve;\"><strong>Luke Butters<\/strong><br \/><\/span><\/p><p>R&amp;D Lead<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-af3581c cutout-top e-flex e-con-boxed e-con e-parent\" data-id=\"af3581c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-bfa9cf9 e-flex e-con-boxed e-con e-parent\" data-id=\"bfa9cf9\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2c86207 elementor-widget elementor-widget-text-editor\" data-id=\"2c86207\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Yes, we made it! We built the very first apple-size-detector using a pre-trained model (involving the\u00a0<a href=\"http:\/\/cocodataset.org\/#home\" target=\"_blank\" rel=\"noopener\">COCO dataset<\/a>), that already knew how to recognize simple objects.<\/p><p>\u00a0<\/p><p>How did we achieve this?<\/p><p>\u00a0<\/p><p>We used the pre-trained model to\u00a0<b>detect individual apples<\/b>\u00a0and\u00a0<b>draw masks<\/b>\u00a0and\u00a0<b>bounding boxes around them<\/b>\u00a0(see output images below). The geometric information of the masks and bounding boxes can now be translated into real-world dimensions such as millimeters and inches.<\/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<div class=\"elementor-element elementor-element-1905060f e-flex e-con-boxed e-con e-parent\" data-id=\"1905060f\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6d4dc295 e-con-full quotes-bg e-flex e-con e-parent\" data-id=\"6d4dc295\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-54127845 overflow-unset elementor-widget elementor-widget-text-editor\" data-id=\"54127845\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Initial apple detector: first output<\/p>\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-260933e e-flex e-con-boxed e-con e-parent\" data-id=\"260933e\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-194c046 e-flex e-con-boxed e-con e-parent\" data-id=\"194c046\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4f3088e e-con-full e-flex e-con e-parent\" data-id=\"4f3088e\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80c5d9a elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"80c5d9a\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" width=\"890\" height=\"670\" src=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/First-Output.webp\" class=\"attachment-large size-large wp-image-20115\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/First-Output.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/First-Output-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/First-Output-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/First-Output-16x12.webp 16w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-d936ab2 e-flex e-con-boxed e-con e-parent\" data-id=\"d936ab2\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ad16ce8 e-con-full quotes-bg e-flex e-con e-parent\" data-id=\"ad16ce8\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b1e0c3 overflow-unset elementor-widget elementor-widget-text-editor\" data-id=\"6b1e0c3\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Initial apple detector: second output<\/p>\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-6e98b64 e-flex e-con-boxed e-con e-parent\" data-id=\"6e98b64\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f749ad8 e-flex e-con-boxed e-con e-parent\" data-id=\"f749ad8\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e80a56e e-con-full e-flex e-con e-parent\" data-id=\"e80a56e\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f649f9d elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"f649f9d\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" width=\"890\" height=\"670\" src=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Second-Output.webp\" class=\"attachment-large size-large wp-image-20116\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Second-Output.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Second-Output-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Second-Output-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Second-Output-16x12.webp 16w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-fec602f e-flex e-con-boxed e-con e-parent\" data-id=\"fec602f\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9bc7506 e-con-full quotes-bg e-flex e-con e-parent\" data-id=\"9bc7506\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1406e4e overflow-unset elementor-widget elementor-widget-text-editor\" data-id=\"1406e4e\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Initial apple detector: third output<\/p>\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-de680f2 e-flex e-con-boxed e-con e-parent\" data-id=\"de680f2\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-b359416 e-flex e-con-boxed e-con e-parent\" data-id=\"b359416\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6d95bc0 e-con-full e-flex e-con e-parent\" data-id=\"6d95bc0\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aea926e elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"aea926e\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" width=\"890\" height=\"670\" src=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Third-Output.webp\" class=\"attachment-large size-large wp-image-20117\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Third-Output.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Third-Output-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Third-Output-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Third-Output-16x12.webp 16w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-cc409b1 e-flex e-con-boxed e-con e-parent\" data-id=\"cc409b1\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-22d2e57 e-con-full quotes-bg e-flex e-con e-parent\" data-id=\"22d2e57\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72e5e13 overflow-unset elementor-widget elementor-widget-text-editor\" data-id=\"72e5e13\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>Initial apple detector: fourth output<\/p>\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-3f40d60 e-flex e-con-boxed e-con e-parent\" data-id=\"3f40d60\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-49687ce e-flex e-con-boxed e-con e-parent\" data-id=\"49687ce\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-3ef38e9 e-con-full e-flex e-con e-parent\" data-id=\"3ef38e9\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-135f36c elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"135f36c\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" loading=\"lazy\" width=\"890\" height=\"670\" src=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Fourth-Output.webp\" class=\"attachment-large size-large wp-image-20118\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Fourth-Output.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Fourth-Output-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Fourth-Output-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Fourth-Output-16x12.webp 16w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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<div class=\"elementor-element elementor-element-10ac009 e-flex e-con-boxed e-con e-parent\" data-id=\"10ac009\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e6141ed e-flex e-con-boxed e-con e-parent\" data-id=\"e6141ed\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c87573 elementor-widget elementor-widget-text-editor\" data-id=\"6c87573\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>The initial results proved\u00a0<b>highly accurate<\/b>\u00a0once the system had been optimised. However, due to the nature of the\u00a0pre-trained\u00a0data-set, the apple detector was identifying the entire top layer of apples as an \u2018apple\u2019, in addition to individual apples. Additionally, more detections were made for cropped or close up apple images as compared with images taken from far away. So, there is still plenty of\u00a0<b>room for improvement<\/b>, but we\u2019re stoked how quickly we got the first usable results. This proves we\u2019re getting closer to bringing computer vision to our growers.<\/p><p>\u00a0<\/p><p>Watch this space, as we will let you know about the latest developments very soon!<\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-704bfd5 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"704bfd5\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1bcd4543\" data-id=\"1bcd4543\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-507e2af4 lets-talk e-flex e-con-boxed e-con e-parent\" data-id=\"507e2af4\" data-element_type=\"container\" data-settings=\"{&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72dc303a elementor-hidden-tablet elementor-hidden-mobile elementor-widget-laptop__width-initial elementor-widget elementor-widget-image\" data-id=\"72dc303a\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/dev.hectre.com\/wp-content\/uploads\/2023\/09\/Square-mockupa-and-other-website-graphics-16.webp\" title=\"\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-519381b1 e-con-full e-flex e-con e-parent\" data-id=\"519381b1\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ob_use_container_extras&quot;:&quot;no&quot;,&quot;_ob_glider_is_slider&quot;:&quot;no&quot;,&quot;_ob_column_has_pseudo&quot;:&quot;no&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5220b742 elementor-widget-tablet__width-initial elementor-hidden-desktop elementor-hidden-laptop elementor-widget elementor-widget-image\" data-id=\"5220b742\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/dev.hectre.com\/wp-content\/uploads\/2023\/09\/Square-mockupa-and-other-website-graphics-16.webp\" title=\"\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62494e9 js-text-underline elementor-widget elementor-widget-text-editor\" data-id=\"62494e9\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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><span style=\"text-decoration: underline;\">Let&#8217;s talk<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-213b3160 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"213b3160\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_postman_use&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" 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>If you would like to learn how Hectre\u2019s award winning fruit technologies can support the success of your business, please connect with us.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-452301d9 elementor-align-center elementor-widget__width-auto elementor-widget-mobile__width-inherit elementor-tablet-align-center elementor-widget-tablet__width-auto elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"452301d9\" data-element_type=\"widget\" data-settings=\"{&quot;_ob_butterbutton_use_it&quot;:&quot;no&quot;,&quot;_ob_widget_stalker_use&quot;:&quot;no&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request a Free Consultation<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"featured_media":25196,"template":"","category_blog":[31],"class_list":["post-20113","blog","type-blog","status-publish","has-post-thumbnail","hentry","category_blog-hectre-innovations"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/blog\/20113"}],"collection":[{"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/types\/blog"}],"version-history":[{"count":10,"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/blog\/20113\/revisions"}],"predecessor-version":[{"id":29126,"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/blog\/20113\/revisions\/29126"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/media\/25196"}],"wp:attachment":[{"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/media?parent=20113"}],"wp:term":[{"taxonomy":"category_blog","embeddable":true,"href":"https:\/\/staging.hectre.com\/pl\/wp-json\/wp\/v2\/category_blog?post=20113"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}