{"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:\/\/hectre.com\/es\/blog\/el-primer-detector-de-tamano-de-manzana-personalizado\/","title":{"rendered":"El primer detector de tama\u00f1o de manzana personalizado"},"content":{"rendered":"<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>El primer detector de tama\u00f1o de manzana personalizado<\/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>Aplicaci\u00f3n para medir el tama\u00f1o de la fruta<\/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\" width=\"150\" height=\"150\" src=\"https:\/\/hectre.com\/wp-content\/uploads\/2022\/11\/Luke-150x150.png\" class=\"attachment-thumbnail size-thumbnail wp-image-19720\" alt=\"\" srcset=\"https:\/\/hectre.com\/wp-content\/uploads\/2022\/11\/Luke-150x150.png 150w, https:\/\/hectre.com\/wp-content\/uploads\/2022\/11\/Luke-12x12.png 12w, https:\/\/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>Presentado por:<\/p><p><span style=\"white-space-collapse: preserve;\"><strong>Lucas Butters<\/strong><br \/><\/span><\/p><p>L\u00edder de I+D<\/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>Una vez que demostramos que las manzanas pod\u00edan detectarse correctamente utilizando un conjunto de datos preentrenado y adquirimos suficientes datos personalizados, se construy\u00f3 un segundo detector de objetos. En lugar de realizar predicciones basadas en el modelo preentrenado,\u00a0<strong>Se desarroll\u00f3 un modelo personalizado<\/strong>\u00a0utilizando im\u00e1genes de contenedores de manzanas tomadas en la regi\u00f3n de Nelson.<\/p><p>\u00a0<\/p><p>De las 3000 im\u00e1genes de contenedores de manzanas, diez fueron seleccionadas inicialmente para formar un subconjunto de entrenamiento.\u00a0<strong>Las im\u00e1genes fueron seleccionadas a mano para cubrir una variedad de condiciones e incluir tantas variaciones de iluminaci\u00f3n\/clima, \u00e1ngulo de la c\u00e1mara y escala.<\/strong>.<\/p><p>\u00a0<\/p><p>Aproximadamente\u00a0<strong>1000 etiquetas de anotaci\u00f3n individuales de manzana<\/strong>\u00a0Luego se realizaron a trav\u00e9s de las diez im\u00e1genes iniciales<\/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>Contenedor de manzanas con etiquetas manuales dibujadas<\/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\" width=\"890\" height=\"670\" src=\"https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling.webp\" class=\"attachment-large size-large wp-image-21197\" alt=\"\" srcset=\"https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling.webp 890w, https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling-300x226.webp 300w, https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-apple-size-manual-labelling-768x578.webp 768w, https:\/\/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>Con el subconjunto de entrenamiento personalizado etiquetado correctamente,\u00a0<b>El modelo preentrenado fue reentrenado<\/b>Esto se llama\u00a0<b>aprendizaje por transferencia<\/b>El principal beneficio es que para volver a entrenar un modelo previamente entrenado solo se necesita un peque\u00f1o subconjunto de entrenamiento personalizado (en nuestro caso, 10 im\u00e1genes).<\/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>Detecci\u00f3n de manzanas con un modelo personalizado basado en un modelo entrenado previamente (ejemplo de salida 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\" width=\"890\" height=\"670\" src=\"https:\/\/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:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection.webp 890w, https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-300x226.webp 300w, https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-768x578.webp 768w, https:\/\/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>Una vez desarrollado el modelo, se seleccionaron nuevas im\u00e1genes para realizar pruebas de detecci\u00f3n adicionales. Las im\u00e1genes a continuaci\u00f3n muestran la detecci\u00f3n automatizada del modelo reentrenado con m\u00e1scaras y cuadros delimitadores ajustados sobre cada manzana.\u00a0<b>Se utilizan varios colores para ayudar a visualizar las diferentes manzanas.\u00a0<\/b>detectado y\u00a0<b>No representa tama\u00f1o ni calidad de ninguna manera<\/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>Detecci\u00f3n de manzanas con un modelo personalizado basado en un modelo entrenado previamente (ejemplo de salida 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\" width=\"890\" height=\"670\" src=\"https:\/\/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:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1.webp 890w, https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1-300x226.webp 300w, https:\/\/hectre.com\/wp-content\/uploads\/2019\/07\/Hectre-custom-model-apple-size-detection-1-768x578.webp 768w, https:\/\/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>En el siguiente post conocer\u00e9is el siguiente paso que debemos dar: superar un reto de p\u00edxeles.<\/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;\">Vamos a hablar<\/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>Si desea saber c\u00f3mo las galardonadas tecnolog\u00edas frut\u00edcolas de Hectre pueden respaldar el \u00e9xito de su negocio, con\u00e9ctese con nosotros.<\/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\">Solicite una consulta gratuita<\/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>","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:\/\/hectre.com\/es\/wp-json\/wp\/v2\/blog\/21192"}],"collection":[{"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/types\/blog"}],"version-history":[{"count":7,"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/blog\/21192\/revisions"}],"predecessor-version":[{"id":29153,"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/blog\/21192\/revisions\/29153"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/media\/25195"}],"wp:attachment":[{"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/media?parent=21192"}],"wp:term":[{"taxonomy":"category_blog","embeddable":true,"href":"https:\/\/hectre.com\/es\/wp-json\/wp\/v2\/category_blog?post=21192"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}