﻿{"id":7011,"date":"2018-12-04T08:29:16","date_gmt":"2018-12-04T07:29:16","guid":{"rendered":"http:\/\/www.sigterritoires.fr\/?p=7011"},"modified":"2018-12-04T08:29:21","modified_gmt":"2018-12-04T07:29:21","slug":"tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite","status":"publish","type":"post","link":"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/","title":{"rendered":"Tutoriel classification d&rsquo;images avec ArcMap: 2.4- Cr\u00e9ation d&rsquo;une image composite"},"content":{"rendered":"\n<p>Comme nous l&rsquo;avons vu pr\u00e9c\u00e9demment, les donn\u00e9es satellitaires sont fournies sous forme d&rsquo;images individuelles contenant chacune les valeurs correspondantes \u00e0 une bande .<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"278\" data-attachment-id=\"6960\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-pretraitement-et-exploration-des-donnees\/_a12\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A12.png?fit=831%2C361&amp;ssl=1\" data-orig-size=\"831,361\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A12\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A12.png?fit=640%2C278&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A12.png?resize=640%2C278\" alt=\"\" class=\"wp-image-6960\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A12.png?w=831&amp;ssl=1 831w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A12.png?resize=300%2C130&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A12.png?resize=768%2C334&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p>Pour que la classification d&rsquo;image prenne en compte les valeurs de plusieurs bandes, il est n\u00e9cessaire de cr\u00e9er un nouveau raster contenant les bandes souhait\u00e9es pour la classification. Vous pouvez choisir un nombre de bandes quelconque, mais au niveau de l&rsquo;affichage vous ne pourrez s\u00e9lectionner que trois bandes qui seront affich\u00e9es en tant que bande rouge, verte et bleue, m\u00eame si les bandes pr\u00e9sentes ne correspondent pas \u00e0 ces trois bandes.<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>Reprenons notre exemple de NDVI.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"389\" data-attachment-id=\"995\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/utiliser-les-images-landsat-gratuites-dans-votre-sig\/ndvi3\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2015\/03\/ndvi3.png?fit=789%2C480&amp;ssl=1\" data-orig-size=\"789,480\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"ndvi3\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2015\/03\/ndvi3.png?fit=630%2C383&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2015\/03\/ndvi3.png?resize=640%2C389\" alt=\"bandes des satellites landsat 7 et 8\" class=\"wp-image-995\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2015\/03\/ndvi3.png?w=789&amp;ssl=1 789w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2015\/03\/ndvi3.png?resize=300%2C183&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2015\/03\/ndvi3.png?resize=630%2C383&amp;ssl=1 630w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p><br>La formule de calcul du NDVi est<\/p>\n\n\n\n<p><strong>NDVI = PIR \u2013 R \/ PIR + R<\/strong><\/p>\n\n\n\n<p>&nbsp;O\u00f9 <strong>PIR<\/strong> est la bande du proche infra-rouge, la bande 5 de Lansat 8, et <strong>R<\/strong> la bande du rouge, la bande 4 de Landsat 8.<\/p>\n\n\n\n<p>Si nous souhaitons voir l&rsquo;image visible, nous avons besoin des bandes Rouge (Bande N\u00b04), Verte (Bande N\u00b03) et Bleue (Bande N\u00b02).<\/p>\n\n\n\n<p>Nous pouvons cr\u00e9er deux images s\u00e9par\u00e9es, une pour le calcul du NDVi et une autre pour le visible, ou alors une seule comprenant les 4 bandes. Nous pourrons alors choisir de \u00ab\u00a0voir\u00a0\u00bb l&rsquo;image visible tout en pouvant calculer le NDVI.<\/p>\n\n\n\n<p>Pour cr\u00e9er cette nouvelle image, nous pouvons utiliser la toolbox Data Management -&gt; Raster -&gt; Raster Processing -&gt; Composite bands<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"300\" data-attachment-id=\"7014\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a27\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?fit=1210%2C568&amp;ssl=1\" data-orig-size=\"1210,568\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A27\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?fit=640%2C301&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?resize=640%2C300&#038;ssl=1\" alt=\"\" class=\"wp-image-7014\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?w=1210&amp;ssl=1 1210w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?resize=300%2C141&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?resize=768%2C361&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A27.png?resize=1024%2C481&amp;ssl=1 1024w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p>Faites attention \u00e0 l&rsquo;ordre des bandes. Utilisez les fl\u00e8ches situ\u00e9es \u00e0 c\u00f4t\u00e9 de la fen\u00eatre pour les mettre dans l&rsquo;ordre 4-3-2. En effet, lors du chargement du raster dans ArcMap, par d\u00e9faut, ArcMap affectera la premi\u00e8re bande de la liste \u00e0 la bande 1 de l&rsquo;affichage, qui correspond \u00e0 la bande rouge. Il est donc pr\u00e9f\u00e9rable d&rsquo;ordonner les trois premi\u00e8res bandes pour qu&rsquo;elles correspondent au Rouge-Vert-Bleu. Dans le cas contraire, vous aurez \u00e0 modifier l&rsquo;affichage: <strong><em>propri\u00e9t\u00e9s de la couche-&gt; Symbologie<\/em><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"613\" height=\"489\" data-attachment-id=\"7015\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a28\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A28.png?fit=613%2C489&amp;ssl=1\" data-orig-size=\"613,489\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A28\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A28.png?fit=613%2C489&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A28.png?resize=613%2C489&#038;ssl=1\" alt=\"\" class=\"wp-image-7015\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A28.png?w=613&amp;ssl=1 613w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A28.png?resize=300%2C239&amp;ssl=1 300w\" sizes=\"auto, (max-width: 613px) 100vw, 613px\" \/><\/figure>\n\n\n\n<p>En affectant au Channel Red la bande correspondante \u00e0 la bande 4 du satellite. Remarquez que dans le raster composite il n&rsquo;y a plus lka r\u00e9f\u00e9rence \u00e0 la bande d&rsquo;origine. Les chiffres 1 \u00e0 4 sont l&rsquo;ordre des bandes dans la commande \u00ab\u00a0Bandes composites\u00a0\u00bb. Si vous ne les avez pas not\u00e9es, vous avez un probl\u00e8me&#8230;<\/p>\n\n\n\n<p>Nous avons don cr\u00e9\u00e9 un raster composite<br><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"380\" data-attachment-id=\"7016\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a29\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?fit=1839%2C1091&amp;ssl=1\" data-orig-size=\"1839,1091\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A29\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?fit=640%2C379&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?resize=640%2C380&#038;ssl=1\" alt=\"\" class=\"wp-image-7016\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?w=1839&amp;ssl=1 1839w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?resize=300%2C178&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?resize=768%2C456&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?resize=1024%2C607&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A29.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p>Pour calculer le NDVI nous utilisons Image Analysis<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"598\" height=\"660\" data-attachment-id=\"7017\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a30\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A30.png?fit=598%2C660&amp;ssl=1\" data-orig-size=\"598,660\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A30\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A30.png?fit=598%2C660&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A30.png?resize=598%2C660&#038;ssl=1\" alt=\"\" class=\"wp-image-7017\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A30.png?w=598&amp;ssl=1 598w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A30.png?resize=272%2C300&amp;ssl=1 272w\" sizes=\"auto, (max-width: 598px) 100vw, 598px\" \/><\/figure>\n\n\n\n<p>En cliquant sur l&rsquo;outil Options, nous v\u00e9rifions que la configuration de calcul du NDVI utilise bien les bonnes bandes (la 1, Rouge et la 4 l&rsquo;IR Proche)<\/p>\n\n\n\n<p>Puis, dan,s le panneau Processing on clique sur le bouton NDVI (la feuille d&rsquo;\u00e9rable verte). La couche NDVI est affich\u00e9e<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"380\" data-attachment-id=\"7018\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a31\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A31.png?fit=978%2C581&amp;ssl=1\" data-orig-size=\"978,581\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A31\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A31.png?fit=640%2C380&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A31.png?resize=640%2C380&#038;ssl=1\" alt=\"\" class=\"wp-image-7018\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A31.png?w=978&amp;ssl=1 978w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A31.png?resize=300%2C178&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A31.png?resize=768%2C456&amp;ssl=1 768w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p> Pour l&rsquo;analyse du r\u00e9sultat il est conseill\u00e9 d&rsquo;appliquer un d\u00e9grad\u00e9 de couleurs \u00ab\u00a0standard\u00a0\u00bb (du vert au rouge).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"617\" height=\"488\" data-attachment-id=\"7019\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a32\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A32.png?fit=617%2C488&amp;ssl=1\" data-orig-size=\"617,488\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A32\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A32.png?fit=617%2C488&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A32.png?resize=617%2C488&#038;ssl=1\" alt=\"\" class=\"wp-image-7019\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A32.png?w=617&amp;ssl=1 617w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A32.png?resize=300%2C237&amp;ssl=1 300w\" sizes=\"auto, (max-width: 617px) 100vw, 617px\" \/><\/figure>\n\n\n\n<p>\nLes valeurs du NDVI sont comprises entre -1 et +1, les valeurs n\u00e9gatives correspondant aux surfaces autres que les couverts v\u00e9g\u00e9taux, comme la neige, l&rsquo;eau ou les nuages pour lesquelles la r\u00e9flectance dans le rouge est sup\u00e9rieure \u00e0 celle du proche infrarouge. Pour les sols nus, les r\u00e9flectances \u00e9tant \u00e0 peu pr\u00e8s du m\u00eame ordre de grandeur dans le rouge et le proche infrarouge, le NDVI pr\u00e9sente des valeurs proches de 0. Les formations v\u00e9g\u00e9tales quant \u00e0 elles, ont des valeurs de NDVI positives, g\u00e9n\u00e9ralement comprises entre 0,1 et 0,7. Les valeurs les plus \u00e9lev\u00e9es correspondant aux couverts les plus denses.\n\n<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"320\" data-attachment-id=\"7020\" data-permalink=\"https:\/\/www.sigterritoires.fr\/index.php\/tutoriel-classification-dimages-avec-arcmap-2-4-creation-dune-image-composite\/_a33\/\" data-orig-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?fit=2178%2C1088&amp;ssl=1\" data-orig-size=\"2178,1088\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"_A33\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?fit=640%2C320&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?resize=640%2C320&#038;ssl=1\" alt=\"\" class=\"wp-image-7020\" srcset=\"https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?w=2178&amp;ssl=1 2178w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?resize=300%2C150&amp;ssl=1 300w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?resize=768%2C384&amp;ssl=1 768w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?resize=1024%2C512&amp;ssl=1 1024w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?w=1280&amp;ssl=1 1280w, https:\/\/i0.wp.com\/www.sigterritoires.fr\/wp-content\/uploads\/2018\/11\/A33.png?w=1920&amp;ssl=1 1920w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<p><br><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Comme nous l&rsquo;avons vu pr\u00e9c\u00e9demment, les donn\u00e9es satellitaires sont fournies sous forme d&rsquo;images individuelles contenant chacune les valeurs correspondantes \u00e0 une bande . Pour que la classification d&rsquo;image prenne en compte les valeurs de plusieurs bandes,&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"give_campaign_id":0,"_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,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[145,146,147],"tags":[15,65,1537,1480,1538,1490,117,139,17],"class_list":["post-7011","post","type-post","status-publish","format-standard","hentry","category-arcgis","category-arcmap","category-images","tag-arcgis","tag-arcmap","tag-bandes","tag-classification","tag-composite","tag-image","tag-image-analysis","tag-ndvi","tag-raster"],"aioseo_notices":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/p6XU0A-1P5","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/posts\/7011","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"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=7011"}],"version-history":[{"count":0,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/posts\/7011\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/media?parent=7011"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/categories?post=7011"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.sigterritoires.fr\/index.php\/wp-json\/wp\/v2\/tags?post=7011"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}