{"id":21192,"date":"2019-07-26T09:28:00","date_gmt":"2019-07-26T06:28:00","guid":{"rendered":"https:\/\/dev.hectre.com\/?post_type=blog&#038;p=21192"},"modified":"2024-04-01T18:56:46","modified_gmt":"2024-04-01T15:56:46","slug":"the-first-custom-apple-fruit-size-detector","status":"publish","type":"blog","link":"https:\/\/staging.hectre.com\/es\/blog\/the-first-custom-apple-fruit-size-detector\/","title":{"rendered":"The First Custom Apple Fruit Size Detector"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"21192\" class=\"elementor elementor-21192\" 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 First Custom Apple Fruit Size Detector<\/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>Once we had proved that apples could be successfully detected\u00a0using a pre-trained data-set\u00a0and\u00a0acquired enough custom data, a second object detector was built. Instead of making predictions based off the pre-trained model,\u00a0<strong>a custom model was developed<\/strong>\u00a0using the apple bin images taken in the Nelson region.<\/p><p>\u00a0<\/p><p>Of the 3000 apple bin images, ten were initially selected to form a training sub-set. The\u00a0<strong>images were hand picked to cover a range of conditions to include as many variations of illumination\/weather, camera angle and scale<\/strong>.<\/p><p>\u00a0<\/p><p>Approximately\u00a0<strong>1000 individual apple annotation labels<\/strong>\u00a0were then made across the initial ten images<\/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>Apple bin with manual labels drawn<\/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-con-full e-flex 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<div class=\"elementor-element elementor-element-194c046 e-con-full e-flex 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<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-mobile__width-initial elementor-widget-laptop__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\/Hectre-apple-size-manual-labelling.webp\" class=\"attachment-large size-large wp-image-21197\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling-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<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-931ad8a e-flex e-con-boxed e-con e-parent\" data-id=\"931ad8a\" 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-4e76ad2 e-flex e-con-boxed e-con e-parent\" data-id=\"4e76ad2\" 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-342be7d elementor-widget elementor-widget-text-editor\" data-id=\"342be7d\" 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>With the custom training sub-set correctly labelled, the\u00a0<b>pre-trained model was retrained<\/b>. This is called\u00a0<b>transfer learning<\/b>. The main benefit is that for retraining a pre-trained model only a small custom training sub-set (in our case 10 images) is needed.<\/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-8501352 e-flex e-con-boxed e-con e-parent\" data-id=\"8501352\" 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-c4ae399 e-con-full quotes-bg e-flex e-con e-parent\" data-id=\"c4ae399\" 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-8c22c39 overflow-unset elementor-widget elementor-widget-text-editor\" data-id=\"8c22c39\" 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>Apple detection with a custom model based on a pre-trained model (output example 1)<\/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-b1fc8a8 e-con-full e-flex e-con e-parent\" data-id=\"b1fc8a8\" 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-c1a48dc e-con-full e-flex e-con e-parent\" data-id=\"c1a48dc\" 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-50c9dc4 e-con-full e-flex e-con e-parent\" data-id=\"50c9dc4\" 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-9cfdc81 elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget-laptop__width-initial elementor-widget elementor-widget-image\" data-id=\"9cfdc81\" 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\/Hectre-custom-model-apple-size-detection.webp\" class=\"attachment-large size-large wp-image-21198\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-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<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8bfdf81 e-flex e-con-boxed e-con e-parent\" data-id=\"8bfdf81\" 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-2fb5741 e-flex e-con-boxed e-con e-parent\" data-id=\"2fb5741\" 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-61d75b8 elementor-widget elementor-widget-text-editor\" data-id=\"61d75b8\" 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>Once the model had been developed, new images were chosen for further detection testing. The images below show the automated detection of the retrained model with masks and bounding boxes fitted over the individual apples. The\u00a0<b>various colours are used to help visualise the different apples\u00a0<\/b>detected and\u00a0<b>does not represent size or quality in any way<\/b>.<\/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-812414d e-flex e-con-boxed e-con e-parent\" data-id=\"812414d\" 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-d21ba0a e-con-full quotes-bg e-flex e-con e-parent\" data-id=\"d21ba0a\" 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-28bbc6f overflow-unset elementor-widget elementor-widget-text-editor\" data-id=\"28bbc6f\" 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>Apple detection with a custom model based on a pre-trained model (output example 2)<\/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-c051cc2 e-con-full e-flex e-con e-parent\" data-id=\"c051cc2\" 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-5c3de13 e-con-full e-flex e-con e-parent\" data-id=\"5c3de13\" 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-c8d594a e-con-full e-flex e-con e-parent\" data-id=\"c8d594a\" 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-e83bccf elementor-widget__width-initial elementor-widget-mobile__width-initial elementor-widget-laptop__width-initial elementor-widget elementor-widget-image\" data-id=\"e83bccf\" 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\/Hectre-custom-model-apple-size-detection-1.webp\" class=\"attachment-large size-large wp-image-21199\" alt=\"\" srcset=\"https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1.webp 890w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1-300x226.webp 300w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1-768x578.webp 768w, https:\/\/staging.hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1-16x12.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<\/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>In the next post you\u2019ll learn about the next step we have to take: overcoming a pixel challenge.<\/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":25195,"template":"","category_blog":[31],"class_list":["post-21192","blog","type-blog","status-publish","has-post-thumbnail","hentry","category_blog-hectre-innovations"],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/blog\/21192"}],"collection":[{"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/types\/blog"}],"version-history":[{"count":7,"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/blog\/21192\/revisions"}],"predecessor-version":[{"id":29153,"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/blog\/21192\/revisions\/29153"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/media\/25195"}],"wp:attachment":[{"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/media?parent=21192"}],"wp:term":[{"taxonomy":"category_blog","embeddable":true,"href":"https:\/\/staging.hectre.com\/es\/wp-json\/wp\/v2\/category_blog?post=21192"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}