﻿{"id":7190,"date":"2018-11-19T09:41:11","date_gmt":"2018-11-19T08:41:11","guid":{"rendered":"http:\/\/www.sigterritoires.fr\/?page_id=7190"},"modified":"2021-10-26T10:15:57","modified_gmt":"2021-10-26T08:15:57","slug":"avecqgis","status":"publish","type":"page","link":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/","title":{"rendered":"Avec QGis"},"content":{"rendered":"<p><!--StartFragment--><\/p>\n\n\n<p class=\"wp-block-paragraph\">Parmi la grande vari\u00e9t\u00e9 d&rsquo;outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d&rsquo;images, nous utiliserons dans ce tutoriel:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>le plug-in SEMI AUTOMATIC CLASSIFICATION <\/li><li>les outils de traitement de QGis<br><\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis.<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Le tutoriel abordera les trois grandes phases du travail de classification d&rsquo;images:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>le pr\u00e9traitement et l\u2019exploration des donn\u00e9es<\/li><li>la classification d&rsquo;images \u00e0 proprement parler<\/li><li>le post-traitement des classifications<\/li><\/ul>\n\n\n<p><!--EndFragment--><\/p>\n<p><a href=\"https:\/\/wp.me\/p6XU0A-1QC\">1-Introduction<\/a><\/p>\n<p><a href=\"https:\/\/wp.me\/p6XU0A-1QF\">2-Pr\u00e9-traitement des images<\/a><\/p>\n<p><a href=\"https:\/\/wp.me\/p6XU0A-1QN\">2.1- Correction atmosph\u00e9rique<\/a><\/p>\n<p><a href=\"https:\/\/wp.me\/p6XU0A-1Tx\">2.2- Rehaussement des images<\/a><\/p>\n\n\n<h2 class=\"wp-block-heading\">Nouveau tutoriel<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Un nouveau tutoriel aborde la classification d&rsquo;images a\u00e9riennes de drone en milieu littoral. Il utilise QGis dans sa version 3.16 et le plugin SCP dans sa version 7.3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Le but de ce tutoriel est de trouver un moyen de multiplier les trois bandes RGB des images a\u00e9riennes en utilisant des calculs de texture de sol et de l&rsquo;analyse en composantes principales.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/classification-supervisee-dimages-de-drone-en-milieu-littoral-1-utilisation-de-la-texture\/\">1- La texture de sol avec Grass 7 : principes et concepts<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/classification-supervisee-dimages-de-drone-en-milieu-littoral-2-calculs-de-texture\/\">2- Les diff\u00e9rentes mesures de texture de sol<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/classification-supervisee-dimages-de-drone-en-milieu-littoral-3-statistiques-descriptives-de-texture\/\">3- Les mesures statistiques descriptives<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-scpreussir-un-classement-supervise-avec-calcul-de-texture1\/\">4-Calculs de texture d&rsquo;une image a\u00e9rienne<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-scpreussir-un-classement-supervise-avec-calcul-de-texture2-bandes-rvb\/\">5-Traitement classique des trois bandes RVB<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-scpreussir-un-classement-supervise-avec-calcul-de-texture3-bandes-rvbcalculs-de-texture\/\">6-Traitement avec les trois bandes RVB et les calculs de texture de so<\/a>l<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-scpreussir-un-classement-supervise-avec-calcul-de-texture4-acp-des-dix-bandes-de-r-texture\/\">7-Traitement avec ACP (analyse en composantes principales) des dix bandes de r.texture<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/vu.fr\/O3NY\">8- R\u00e9glages fins de la classification<\/a> supervis\u00e9e<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-scp-les-methodes-de-classification-supervisee\/#more-9677\">9-Les m\u00e9thodes de classification supervis\u00e9e<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-scppost-traitement-de-la-classification\/\">10- Post-traitement de la classification<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/vu.fr\/FJKd\">11- Bonus : Lissage des classes raster avec ArcMap<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Parmi la grande vari\u00e9t\u00e9 d&rsquo;outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d&rsquo;images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":7182,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"sfsi_plus_gutenberg_text_before_share":"","sfsi_plus_gutenberg_show_text_before_share":"","sfsi_plus_gutenberg_icon_type":"","sfsi_plus_gutenberg_icon_alignemt":"","sfsi_plus_gutenburg_max_per_row":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"class_list":["post-7190","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"Parmi la grande vari\u00e9t\u00e9 d&#039;outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d&#039;images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"google-site-verification\" content=\"ByXHZUbGNn7RNv-Xk5A-ysTZrM65VLIO2RxfSJ2nIEQ\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.9\" \/>\n\t\t<meta property=\"og:locale\" content=\"fr_FR\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Blog SIG &amp; Territoires | le portail des professionnels du SIG\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Avec QGis | Blog SIG &amp; Territoires\" \/>\n\t\t<meta property=\"og:description\" content=\"Parmi la grande vari\u00e9t\u00e9 d&#039;outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d&#039;images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2018-11-19T08:41:11+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2021-10-26T08:15:57+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/atilio.francois\/\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@SigTerritoires\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Avec QGis | Blog SIG &amp; Territoires\" \/>\n\t\t<meta name=\"twitter:description\" content=\"Parmi la grande vari\u00e9t\u00e9 d&#039;outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d&#039;images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de\" \/>\n\t\t<meta name=\"twitter:creator\" content=\"@SigTerritoires\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.sigterritoires.fr\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/#listItem\",\"name\":\"Tutoriels\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/#listItem\",\"position\":2,\"name\":\"Tutoriels\",\"item\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/#listItem\",\"name\":\"Classification d&rsquo;images\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/#listItem\",\"position\":3,\"name\":\"Classification d&rsquo;images\",\"item\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/#listItem\",\"name\":\"Avec QGis\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/#listItem\",\"name\":\"Tutoriels\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/#listItem\",\"position\":4,\"name\":\"Avec QGis\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/#listItem\",\"name\":\"Classification d&rsquo;images\"}}]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/#person\",\"name\":\"Atilio Francois\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/#personImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f76dc2a720162999bce81d6c99b6d7b9517d6600ad7ceb5ed5268f02cefaa0ee?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"Atilio Francois\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/#webpage\",\"url\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/\",\"name\":\"Avec QGis | Blog SIG & Territoires\",\"description\":\"Parmi la grande vari\\u00e9t\\u00e9 d'outil propos\\u00e9s par QGis pour r\\u00e9aliser le travail de classification d'images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \\u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de\",\"inLanguage\":\"fr-FR\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/index.php\\\/tutoriels-2\\\/classification-dimages\\\/avecqgis\\\/#breadcrumblist\"},\"datePublished\":\"2018-11-19T09:41:11+01:00\",\"dateModified\":\"2021-10-26T10:15:57+02:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/#website\",\"url\":\"https:\\\/\\\/www.sigterritoires.fr\\\/\",\"name\":\"Blog SIG & Territoires\",\"description\":\"le portail des professionnels du SIG\",\"inLanguage\":\"fr-FR\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.sigterritoires.fr\\\/#person\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"Avec QGis | Blog SIG & Territoires","description":"Parmi la grande vari\u00e9t\u00e9 d'outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d'images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de","canonical_url":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"ByXHZUbGNn7RNv-Xk5A-ysTZrM65VLIO2RxfSJ2nIEQ","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr#listItem","position":1,"name":"Home","item":"https:\/\/www.sigterritoires.fr","nextItem":{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/#listItem","name":"Tutoriels"}},{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/#listItem","position":2,"name":"Tutoriels","item":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/#listItem","name":"Classification d&rsquo;images"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/#listItem","position":3,"name":"Classification d&rsquo;images","item":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/#listItem","name":"Avec QGis"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/#listItem","name":"Tutoriels"}},{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/#listItem","position":4,"name":"Avec QGis","previousItem":{"@type":"ListItem","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/#listItem","name":"Classification d&rsquo;images"}}]},{"@type":"Person","@id":"https:\/\/www.sigterritoires.fr\/#person","name":"Atilio Francois","image":{"@type":"ImageObject","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/#personImage","url":"https:\/\/secure.gravatar.com\/avatar\/f76dc2a720162999bce81d6c99b6d7b9517d6600ad7ceb5ed5268f02cefaa0ee?s=96&d=mm&r=g","width":96,"height":96,"caption":"Atilio Francois"}},{"@type":"WebPage","@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/#webpage","url":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/","name":"Avec QGis | Blog SIG & Territoires","description":"Parmi la grande vari\u00e9t\u00e9 d'outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d'images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de","inLanguage":"fr-FR","isPartOf":{"@id":"https:\/\/www.sigterritoires.fr\/#website"},"breadcrumb":{"@id":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/#breadcrumblist"},"datePublished":"2018-11-19T09:41:11+01:00","dateModified":"2021-10-26T10:15:57+02:00"},{"@type":"WebSite","@id":"https:\/\/www.sigterritoires.fr\/#website","url":"https:\/\/www.sigterritoires.fr\/","name":"Blog SIG & Territoires","description":"le portail des professionnels du SIG","inLanguage":"fr-FR","publisher":{"@id":"https:\/\/www.sigterritoires.fr\/#person"}}]},"og:locale":"fr_FR","og:site_name":"Blog SIG &amp; Territoires | le portail des professionnels du SIG","og:type":"article","og:title":"Avec QGis | Blog SIG &amp; Territoires","og:description":"Parmi la grande vari\u00e9t\u00e9 d'outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d'images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de","og:url":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/","article:published_time":"2018-11-19T08:41:11+00:00","article:modified_time":"2021-10-26T08:15:57+00:00","article:publisher":"https:\/\/www.facebook.com\/atilio.francois\/","twitter:card":"summary","twitter:site":"@SigTerritoires","twitter:title":"Avec QGis | Blog SIG &amp; Territoires","twitter:description":"Parmi la grande vari\u00e9t\u00e9 d'outil propos\u00e9s par QGis pour r\u00e9aliser le travail de classification d'images, nous utiliserons dans ce tutoriel: le plug-in SEMI AUTOMATIC CLASSIFICATION les outils de traitement de QGis Nous donnerons la marche \u00e0 suivre pour les versions 2.18 et 3.4 de QGis. Le tutoriel abordera les trois grandes phases du travail de","twitter:creator":"@SigTerritoires"},"aioseo_meta_data":{"post_id":"7190","title":null,"description":null,"keywords":[],"keyphrases":{"focus":[],"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":[],"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"none","schema_type_options":"{\"article\":{\"articleType\":\"BlogPosting\"},\"course\":{\"name\":\"\",\"description\":\"\",\"provider\":\"\"},\"faq\":{\"pages\":[]},\"product\":{\"reviews\":[]},\"recipe\":{\"ingredients\":[],\"instructions\":[],\"keywords\":[]},\"software\":{\"reviews\":[],\"operatingSystems\":[]},\"webPage\":{\"webPageType\":\"WebPage\"},\"book\":[],\"event\":[],\"jobPosting\":[],\"music\":[],\"person\":[],\"restaurant\":[],\"service\":[],\"video\":[]}","pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":null,"created":"2020-12-21 13:57:25","updated":"2025-06-04 16:05:35","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.sigterritoires.fr\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/\" title=\"Tutoriels\">Tutoriels<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/\" title=\"Classification d\u2019images\">Classification d\u2019images<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tAvec QGis\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.sigterritoires.fr"},{"label":"Tutoriels","link":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/"},{"label":"Classification d&rsquo;images","link":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/"},{"label":"Avec QGis","link":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriels-2\/classification-dimages\/avecqgis\/"}],"jetpack_shortlink":"https:\/\/wp.me\/P6XU0A-1RY","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/pages\/7190","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/comments?post=7190"}],"version-history":[{"count":0,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/pages\/7190\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/pages\/7182"}],"wp:attachment":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/media?parent=7190"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}