{"id":30901,"date":"2022-01-18T11:24:50","date_gmt":"2022-01-18T10:24:50","guid":{"rendered":"https:\/\/hightechsoftwarecluster.nl\/?p=30901"},"modified":"2022-02-03T10:59:24","modified_gmt":"2022-02-03T09:59:24","slug":"bepaal-de-kwaliteit-van-appels-met-deep-learning","status":"publish","type":"post","link":"https:\/\/hightechsoftwarecluster.nl\/kennisbank\/bepaal-de-kwaliteit-van-appels-met-deep-learning\/","title":{"rendered":"Hoe zet je deep learning in om de kwaliteit van appels te bepalen?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"30901\" class=\"elementor elementor-30901\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-262d42ec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"262d42ec\" data-element_type=\"section\">\n\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-6022e61a\" data-id=\"6022e61a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-40023a1e elementor-widget elementor-widget-breadcrumbs\" data-id=\"40023a1e\" data-element_type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/hightechsoftwarecluster.nl\/\">Home<\/a><\/span><\/span><\/p>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a2573f1 elementor-author-box--name-yes elementor-widget elementor-widget-author-box\" data-id=\"4a2573f1\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/hightechsoftwarecluster.nl\/author\/fontys\/\">\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tFontys\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/a>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-338def7c elementor-widget elementor-widget-heading\" data-id=\"338def7c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Hoe zet je deep learning in om de kwaliteit van appels te bepalen?<\/h1>\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-17c67a40 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"17c67a40\" data-element_type=\"section\">\n\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-3d1dafa7\" data-id=\"3d1dafa7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72b123f7 intro elementor-widget elementor-widget-text-editor\" data-id=\"72b123f7\" 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><span style=\"color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); background-color: var(--nv-site-bg); letter-spacing: 0px;\">Jaarlijks worden er in Nederland miljoenen appels geoogst die voordat ze naar de consument gaan, gesorteerd moeten worden. Dit gebeurt deels door de sorteermachine en deels met de hand.\u00a0<\/span><span style=\"color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); background-color: var(--nv-site-bg); letter-spacing: 0px;\">Twee studenten van Fontys stellen op basis van hun onderzoeksbevindingen dat het met behulp van deep learning mogelijk moet zijn om de kwaliteit van appels te bepalen en de appels vervolgens op basis van deze factoren te scheiden.\u00a0<\/span><span style=\"background-color: var(--nv-site-bg); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); letter-spacing: 0px;\">De machine zorgt er met een rollenbaan en sorteercamera\u2019s voor dat de appels met de juiste maten door de juiste uitgangen naar buiten komen. Het is vervolgens mensenwerk om de appels op de kwaliteit te controleren.<\/span><\/p>\t\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-422683f2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"422683f2\" data-element_type=\"section\">\n\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-7f705b48\" data-id=\"7f705b48\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-12948b4f elementor-widget elementor-widget-image\" data-id=\"12948b4f\" data-element_type=\"widget\" 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 fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"513\" src=\"https:\/\/hightechsoftwarecluster.nl\/wp-content\/uploads\/2022\/01\/Fontys-fruit-sorting.jpg\" class=\"attachment-full size-full wp-image-30902\" alt=\"Fontys fruit sorting\" srcset=\"https:\/\/hightechsoftwarecluster.nl\/wp-content\/uploads\/2022\/01\/Fontys-fruit-sorting.jpg 768w, https:\/\/hightechsoftwarecluster.nl\/wp-content\/uploads\/2022\/01\/Fontys-fruit-sorting-300x200.jpg 300w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-480b56f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"480b56f9\" data-element_type=\"section\">\n\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-511c7924\" data-id=\"511c7924\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5d5d3b88 elementor-widget elementor-widget-heading\" data-id=\"5d5d3b88\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">IN HET KORT<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f9a1d3b elementor-view-stacked elementor-position-left elementor-shape-circle elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"3f9a1d3b\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<span  >\n\t\t\t\t\t\tDit is de kop\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tJaarlijks worden er in Nederland miljoenen appels geoogst die voordat ze naar de consument gaan, gesorteerd moeten worden. Dit gebeurt deels door de sorteermachine en deels met de hand.\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39f9d99 elementor-view-stacked elementor-position-left elementor-shape-circle elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"39f9d99\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<span  >\n\t\t\t\t\t\tDit is de kop\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tTwee vierdejaars studenten mechatronica van Fontys Hogeschool, onderzochten in opdracht van Fruitteeltbedrijf Stappers Baarlo of het sorteerproces op kwaliteit van appels kon worden geautomatiseerd d.m.v. deep learning.\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a2fdddf elementor-view-stacked elementor-position-left elementor-shape-circle elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"3a2fdddf\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<span  >\n\t\t\t\t\t\tDit is de kop\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tOm objecten te kunnen detecteren, moet de software eerst weten hoe het desbetreffende object eruit ziet. Hiervoor worden objecten gelabeld. In dit geval ging het om appels en kwaliteitsfactoren, waarvan de labels vervolgens aan het deep learning algoritme gegeven worden, zodat het systeem kan \u2018trainen\u2019\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-76d22901 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"76d22901\" data-element_type=\"section\">\n\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-2b20c7f5\" data-id=\"2b20c7f5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-34de7dbe elementor-widget elementor-widget-text-editor\" data-id=\"34de7dbe\" 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>Felix van der Heijden en Jelle Stappers, destijds vierdejaars studenten mechatronica van Fontys Hogeschool Techniek &amp; Logistiek in Venlo, onderzochten in opdracht van Fruitteeltbedrijf Stappers Baarlo of het sorteerproces op kwaliteit van appels kon worden geautomatiseerd. Daarbij wilden ze gebruikmaken van de techniek deep learning. Deep learning is een vorm van artificial intelligence, waarmee objecten automatisch gedetecteerd kunnen worden. Dit wordt gerealiseerd door een camera met een deep learning-applicatie in de sorteermachine te plaatsen, waardoor de machine zelf de goede van de slechte appels kan onderscheiden. Hierna kan het acties uitvoeren om op kwaliteit te sorteren.<\/p><p><b>Labels en weights<\/b><\/p><p>Om objecten te kunnen detecteren, moet de software eerst weten hoe het desbetreffende object eruit ziet. Hiervoor worden objecten gelabeld. In dit geval ging het om appels en kwaliteitsfactoren, waarvan de labels vervolgens aan het deep learning algoritme gegeven worden, zodat het systeem kan \u2018trainen\u2019. Tijdens deze training worden afbeeldingen met elkaar vergeleken om gewichten (weights) toe te kennen aan allerlei eigenschappen, zoals kleur en vorm. Het uiteindelijke resultaat is een &#8220;classes&#8221;- en een &#8220;weight&#8221;-bestand waarmee het algoritme objecten kan herkennen.<\/p><p><span style=\"color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); background-color: var(--nv-site-bg); letter-spacing: 0px;\">Er werd gekozen voor de software \/ deep learning applicatie Yolo (you only look once), omdat hiervan al kennis was opgedaan. In combinatie met Qt Creator (een Integrated Development Environment) zou het mogelijk moeten zijn om de kwaliteit van appels te detecteren.<\/span><\/p>\t\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-414be4e3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"414be4e3\" data-element_type=\"section\">\n\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-15f289e\" data-id=\"15f289e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6a33eaa0 elementor-blockquote--skin-border elementor-blockquote--button-color-official elementor-widget elementor-widget-blockquote\" data-id=\"6a33eaa0\" data-element_type=\"widget\" data-widget_type=\"blockquote.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<blockquote class=\"elementor-blockquote\">\n\t\t\t<p class=\"elementor-blockquote__content\">\n\t\t\t\t\u201c<span style=\"font-size: 18px; font-style: normal; white-space: normal;\">Om appels te kunnen herkennen moest eerst een dataset gemaakt worden. Om dit zo nauwkeurig mogelijk te doen is gebruik gemaakt van de praktijksituatie met camera.<\/span>\u201d\t\t\t<\/p>\n\t\t\t\t\t<\/blockquote>\n\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-6e7e68da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e7e68da\" data-element_type=\"section\">\n\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-71ce7841\" data-id=\"71ce7841\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-799c692d elementor-widget elementor-widget-heading\" data-id=\"799c692d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Van Yolo naar Tensorflow<\/h2>\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-7dfb3d3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7dfb3d3\" data-element_type=\"section\">\n\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-162ac2e5\" data-id=\"162ac2e5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2517681a elementor-widget elementor-widget-text-editor\" data-id=\"2517681a\" 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>Er werd besloten over te stappen van Yolo naar Tensorflow, omdat dit systeem meer ondersteuning biedt en meer gebruikt wordt. In Tensorflow zijn meerdere neurale netwerken beschikbaar. Voor het testen werd Mobilenet gebruikt. Het detecteren van objecten in een afbeelding duurt bij dit netwerk 20 ms. Vervolgens zijn twee datasets gerealiseerd: een om de appels te detecteren en een dataset om de kwaliteit te detecteren. Tensorflow bleek beter te zijn in het detecteren van individuele\u00a0<span style=\"color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); background-color: var(--nv-site-bg); letter-spacing: 0px;\">appels, maar door gebrek aan data van afgekeurde appels was het niet mogelijk om alle kwaliteitsfactoren goed te kunnen detecteren.<\/span><\/p><p><strong>Kansen voor de toekomst<\/strong><\/p><p>Uit het onderzoek concluderen de studenten dat Tensorflow geschikter is om te gebruiken in het bedrijfsleven. Het systeem wordt beter ondersteund en is robuuster dan Yolo en het werkt sneller en nauwkeuriger. Door het ontbreken van een grote en gelijkmatig verdeelde dataset is de voorspelling van beschadigingen binnen dit onderzoek niet gelukt. De studenten geven aan dat dit te verbeteren is door een dataset te maken waarbij elke class uit evenveel labels bestaat. Ze zijn hier zelf niet meer aan toegekomen.<\/p><p>De conclusie is hoopvol: op basis van de bevindingen uit het onderzoek moet het mogelijk zijn om met behulp van deep learning de kwaliteit van appels te bepalen en de appels op basis van deze factoren te scheiden.<\/p>\t\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<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-424e7a0d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"424e7a0d\" data-element_type=\"section\">\n\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-4b6b7181\" data-id=\"4b6b7181\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7fb903db elementor-widget elementor-widget-heading\" data-id=\"7fb903db\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">TIPS<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76475e86 elementor-view-stacked elementor-position-left elementor-shape-circle elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"76475e86\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<span  >\n\t\t\t\t\t\tDit is de kop\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDoor een camera met deep learning in een sorteermachine te plaatsen kan de machine zelf de goede van de slechte appels \"leren\" onderscheiden.\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-139f0075 elementor-view-stacked elementor-position-left elementor-shape-circle elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"139f0075\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<span  >\n\t\t\t\t\t\tDit is de kop\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tDoor de juiste voorbereiding en \"training\" krijgt u een grotere kans op uw gewenste uitkomst. Het uiteindelijke resultaat van dit project was een \"classes\"- en een \"weight\"-bestand waarmee het algoritme objecten kan herkennen.\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eeef8ca elementor-view-stacked elementor-position-left elementor-shape-circle elementor-mobile-position-top elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"eeef8ca\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon elementor-animation-\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-check\"><\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<span  >\n\t\t\t\t\t\tDit is de kop\t\t\t\t\t<\/span>\n\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tUit het onderzoek concluderen de studenten dat Tensorflow geschikter is om te gebruiken in het bedrijfsleven. Het systeem wordt beter ondersteund, is robuuster dan Yolo, het werkt sneller en is nauwkeuriger.\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-15caac39 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"15caac39\" data-element_type=\"section\">\n\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-85e64d4\" data-id=\"85e64d4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a542d50 elementor-author-box--layout-image-above elementor-author-box--align-center elementor-widget elementor-widget-global elementor-global-17580 elementor-widget-author-box\" data-id=\"a542d50\" data-element_type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\t\t\t\t<a href=\"\/leden\/fontys\/\" class=\"elementor-author-box__avatar\">\n\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hightechsoftwarecluster.nl\/wp-content\/uploads\/2021\/07\/htsc-digibeestje-fontys-300x300.png\" alt=\"Fontys\" loading=\"lazy\">\n\t\t\t\t<\/a>\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<a href=\"\/leden\/fontys\/\">\n\t\t\t\t\t\t<h4 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tFontys\t\t\t\t\t\t<\/h4>\n\t\t\t\t\t<\/a>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-author-box__bio\">\n\t\t\t\t\t\t<p>Fontys Expertisecentrum High Tech Systems en Materials (HTSM) verbindt Fontys studenten en -onderzoekers met hightech bedrijven in het Brainport gebied.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<a class=\"elementor-author-box__button elementor-button elementor-size-xs\" href=\"\/leden\/fontys\/\">\n\t\t\t\t\t\tBekijk Bedrijf\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-35301f9b elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"35301f9b\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column 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Maar hoe kan deep learning helpen bij het beoordelen van de kwaliteit?<\/p>\n","protected":false},"author":40,"featured_media":30902,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"off","neve_meta_content_width":70,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","neve_meta_reading_time":"","footnotes":""},"categories":[291],"tags":[205],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Hoe deep learning de kwaliteit van appels bepaald<\/title>\n<meta name=\"description\" content=\"Jaarlijks worden er in Nederland miljoenen appel geoogst die gesorteerd moeten worden. 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