{"id":1440002,"date":"2022-01-11T14:54:38","date_gmt":"2022-01-11T22:54:38","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1440002"},"modified":"2022-01-13T16:43:11","modified_gmt":"2022-01-14T00:43:11","slug":"identify-plant-species-using-deep-learning-tools-in-arcgis-pro","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro","title":{"rendered":"Identify Plant Species using Deep Learning tools in ArcGIS Pro"},"author":254042,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341,22931,22771],"tags":[42181,186132,763772,763782],"industry":[],"product":[36561],"class_list":["post-1440002","blog","type-blog","status-publish","format-standard","hentry","category-analytics","category-imagery","category-natural-resources","tag-arcgis-pro","tag-deep-learning","tag-plant-species","tag-vegetation-management","product-arcgis-pro"],"acf":{"short_description":"In this blog we are going to discuss how you can use Deep Learning tools in ArcGIS Pro to identify plant species.","flexible_content":[{"acf_fc_layout":"content","content":"<p>Being able to identify different plant species is a common task in many industries such as Agriculture, Horticultural, and Forestry. Vegetation management is essential to fight against wildfires, since being able to classify different plant species is important for identifying species that can be vulnerable to fire. Automatic recognition of plants is also useful for tasks such as species identification\/reservation for management in botany gardens or farms uses plants.<\/p>\n<p>Here\u00a0 we can use Deep Learning tools in ArcGIS Pro to identify plant species. We will also show some ArcGIS functionalities and concepts that you may not have seen previously.<\/p>\n<h2>Key Concepts<\/h2>\n<ul>\n<li>For training data, we will be labeling entire images because all pixels in the images are needed for training.<\/li>\n<li>For inference, we will use a feature class with image attachments. These images are non-spatial.<\/li>\n<\/ul>\n<h2>Outline of the workflow<\/h2>\n<ul>\n<li>Prepare Data for Training<\/li>\n<li>Train Model for Deep Learning<\/li>\n<li>Preparing Data for inferencing<\/li>\n<li>Use the Classify Objects for Deep Learning tool for inferencing<\/li>\n<li>Results and conclusion<\/li>\n<\/ul>\n"},{"acf_fc_layout":"content","content":"<h2>Prepare Data for Training<\/h2>\n<p>Because we have multiple images to train our model, we will create a mosaic dataset.<\/p>\n<h3>Create Mosaic Dataset<\/h3>\n<p>We will start with the Creating a mosaic dataset using the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/data\/imagery\/creating-mosaic-datasets-wf.htm\"><strong>Create Mosaic Dataset <\/strong><\/a>tool. We need a simple mosaic dataset so will accept all default parameters except for the output geodatabase and\u00a0 the name for our mosaic dataset that we need to specify.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1440062,"id":1440062,"title":"Create Mosaic Dataset Tool","filename":"Create-Mosaic-Dataset.jpg","filesize":31109,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/create-mosaic-dataset","alt":"Create Mosaic Dataset Tool","author":"254042","description":"Create Mosaic Dataset Tool","caption":"Create Mosaic Dataset Tool","name":"create-mosaic-dataset","status":"inherit","uploaded_to":1440002,"date":"2021-12-16 18:57:13","modified":"2021-12-16 23:08:50","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":330,"height":375,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","medium-width":230,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","medium_large-width":330,"medium_large-height":375,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","large-width":330,"large-height":375,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","1536x1536-width":330,"1536x1536-height":375,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","2048x2048-width":330,"2048x2048-height":375,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","card_image-width":330,"card_image-height":375,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Create-Mosaic-Dataset.jpg","wide_image-width":330,"wide_image-height":375}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h3>Add Images to the mosaic dataset<\/h3>\n<p>Next, we will use the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/2.8\/tool-reference\/data-management\/add-rasters-to-mosaic-dataset.htm\"><strong>Add Raster to Mosaic Dataset <\/strong><\/a>tool to add images to our mosaic dataset that we created in the last step. For the <em>Input Data<\/em>, we will select the <em>Folder<\/em> option from the drop-down and browse and add the folder that contains the images.\u00a0 We will accept all default parameters values (note: don&#8217;t build overviews). We will be using this mosaic dataset as an Image Collection for labeling the images in the following step.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1440072,"id":1440072,"title":"Add Rasters to Mosaic Dataset Tool","filename":"Add-Rasters-to-Mosaic-Dataset.jpg","filesize":38963,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/add-rasters-to-mosaic-dataset","alt":"Add Rasters to Mosaic Dataset Tool","author":"254042","description":"Add Rasters to Mosaic Dataset Tool","caption":"Add Rasters to Mosaic Dataset Tool","name":"add-rasters-to-mosaic-dataset","status":"inherit","uploaded_to":1440002,"date":"2021-12-16 18:59:52","modified":"2021-12-16 23:09:02","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":329,"height":566,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","medium-width":152,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","medium_large-width":329,"medium_large-height":566,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","large-width":329,"large-height":566,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","1536x1536-width":329,"1536x1536-height":566,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","2048x2048-width":329,"2048x2048-height":566,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset-270x465.jpg","card_image-width":270,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Add-Rasters-to-Mosaic-Dataset.jpg","wide_image-width":329,"wide_image-height":566}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h3>Labeling Images<\/h3>\n<p>Next, we will use the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/analysis\/image-analyst\/label-objects-for-deep-learning.htm\"><strong>Label Objects for Deep Learning<\/strong><\/a> tool.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1440082,"id":1440082,"title":"Label Objects for Deep Learning Tool","filename":"Label-Objects1.jpg","filesize":77165,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/label-objects1-2","alt":"Label Objects for Deep Learning Tool","author":"254042","description":"Label Objects for Deep Learning Tool","caption":"Label Objects for Deep Learning Tool","name":"label-objects1-2","status":"inherit","uploaded_to":1440002,"date":"2021-12-16 19:04:27","modified":"2021-12-16 23:09:29","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":625,"height":863,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","medium-width":189,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","medium_large-width":625,"medium_large-height":863,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","large-width":625,"large-height":863,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","1536x1536-width":625,"1536x1536-height":863,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","2048x2048-width":625,"2048x2048-height":863,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1-337x465.jpg","card_image-width":337,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects1.jpg","wide_image-width":625,"wide_image-height":863}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>This video shows the labeling experience in ArcGIS Pro, specifically labeling multiple images.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":""},{"acf_fc_layout":"youtube","start_time":"2","end_time":"3","youtube_video_url":"<iframe title=\"Deep Learning in ArcGIS Pro 2.9\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/jCgNWOK-ydk?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":""},{"acf_fc_layout":"content","content":"<p>You can refer to <a href=\"https:\/\/www.youtube.com\/watch?v=9KeqU9PsuiA\">ArcGIS Pro: Classification Schema<\/a> to learn how to create predefined labeling schema.<\/p>\n<h1 class=\"title style-scope ytd-video-primary-info-renderer\"><\/h1>\n<div id=\"info\" class=\"style-scope ytd-video-primary-info-renderer\"><\/div>\n"},{"acf_fc_layout":"content","content":"<h3>Export Training Data<\/h3>\n<p>Next, we will use the <strong>Export Training Data<\/strong>\u00a0 tab on the<strong><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/analysis\/image-analyst\/label-objects-for-deep-learning.htm\"> Label Objects for Deep Learning<\/a> <\/strong>tool to export the data. Here we will take care of a few things. We will change the following parameters values as listed below and shown in the tool screen-capture:<\/p>\n<ul>\n<li><em>Tile Size X<\/em> and <em>Tile Size Y<\/em> (these values are about average size of our images that we added in the mosaic dataset)<\/li>\n<li>Because images are non-spatial, we will select the <em>Pixel Space<\/em> in the <em>Reference System<\/em> parameter.<\/li>\n<li>for the <em>Metadata Format<\/em>, we want to select the <em>Labeled Tiles option<\/em><\/li>\n<li>And, we will use the <em>Bounding Box<\/em> option on the <em>Crop Mode<\/em> parameter.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1440362,"id":1440362,"title":"Label Objects for Deep Learning - Export Training Data","filename":"Label-Objects-3.png","filesize":26693,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/label-objects-3","alt":"Label Objects for Deep Learning - Export Training Data","author":"254042","description":"Label Objects for Deep Learning - Export Training Data","caption":"Label Objects for Deep Learning - Export Training Data","name":"label-objects-3","status":"inherit","uploaded_to":1440002,"date":"2021-12-16 20:13:40","modified":"2021-12-16 23:09:44","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":411,"height":863,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","medium-width":124,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","medium_large-width":411,"medium_large-height":863,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","large-width":411,"large-height":863,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","1536x1536-width":411,"1536x1536-height":863,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","2048x2048-width":411,"2048x2048-height":863,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3-221x465.png","card_image-width":221,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Label-Objects-3.png","wide_image-width":411,"wide_image-height":863}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h2>Train Deep Learning Model<\/h2>\n<p>Now, we will use the above exported data in the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/tool-reference\/image-analyst\/train-deep-learning-model.htm\"><strong>Train Deep Learning Model tool<\/strong><\/a>. We are going to train the model for 100 epochs but we will use the two options specifically:<\/p>\n<p>1. Check the <em>Stop when model improving <\/em>checkbox so that the tool stops when it sees model cannot be further improved.<\/p>\n<p>2. Uncheck the Freeze Model option so that if we find our model is not performing well, we can train it further will some more epochs.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1440382,"id":1440382,"title":"Train Deep Learning Model Tool","filename":"Train-Deep-Learning-Model.png","filesize":18751,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/train-deep-learning-model-4","alt":"Train Deep Learning Model Tool","author":"254042","description":"Train Deep Learning Model Tool","caption":"Train Deep Learning Model Tool","name":"train-deep-learning-model-4","status":"inherit","uploaded_to":1440002,"date":"2021-12-16 20:17:46","modified":"2021-12-16 23:09:55","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":411,"height":641,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","medium-width":167,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","medium_large-width":411,"medium_large-height":641,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","large-width":411,"large-height":641,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","1536x1536-width":411,"1536x1536-height":641,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","2048x2048-width":411,"2048x2048-height":641,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model-298x465.png","card_image-width":298,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Train-Deep-Learning-Model.png","wide_image-width":411,"wide_image-height":641}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h2>Preparing data for inferencing<\/h2>\n<p>The images of various plants we want to identify species on are non-spatial. In other words, they don\u2019t contain any spatial information. And, because we want to inference images in bulk, one way to do this is to attach the images to a feature class and use the feature class as an input in the inference tool. You can learn more about <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/2.8\/tool-reference\/data-management\/add-attachments.htm\">adding attachments<\/a> to a feature in this video &#8211; <a href=\"https:\/\/www.youtube.com\/watch?v=aCTYQa9T6XI\">Attaching images to a feature in ArcGIS Pro<\/a><\/p>\n"},{"acf_fc_layout":"content","content":"<h2>Use the Classify Objects for Deep Learning tool for inferencing<\/h2>\n<p>Now, we are ready to inference our images &#8211; identify plant species. To do that, we will use the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/tool-reference\/image-analyst\/classify-objects-using-deep-learning.htm\"><strong>Classify Objects for Deep Learning<\/strong><\/a> tool. For the <em>Input Raster<\/em>, we will use the Feature Class with Image Attachments that we created in the last step, and for model we will use what we created in the Train Deep Learning Model section. The output will be a feature class with the following new fields:<\/p>\n<ul>\n<li>Class Label (these are the identified plant species)<\/li>\n<li>Confidence_ClassifyObjects (Confidence of inferencing)<\/li>\n<li>ImageURI (location of the images)<\/li>\n<li>SourceID (can be useful when more than one images are attached in the input\/output feature classes)<\/li>\n<\/ul>\n<p>Note: In the output feature class the tool is not attaching images by default to avoid any potential performance delays but if it&#8217;s something you would like to see as a feature of the tool, please let us know. For now, if you want to have images attached as well, you can use the same workflow of attaching images to feature class that we discussed above.<\/p>\n<p>Here are attribute tables of the input and output feature classes.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1440452,"id":1440452,"title":"Attribute Tables of Input and Output Feature Classes","filename":"Attribute-Tables-of-Input-and-Output-Feature-Classes.png","filesize":33549,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/attribute-tables-of-input-and-output-feature-classes","alt":"Attribute Tables of Input and Output Feature Classes","author":"254042","description":"Attribute Tables of Input and Output Feature Classes","caption":"Attribute Tables of Input and Output Feature Classes","name":"attribute-tables-of-input-and-output-feature-classes","status":"inherit","uploaded_to":1440002,"date":"2021-12-16 20:54:20","modified":"2021-12-16 23:10:09","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1179,"height":316,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","medium-width":464,"medium-height":124,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","medium_large-width":768,"medium_large-height":206,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","large-width":1179,"large-height":316,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","1536x1536-width":1179,"1536x1536-height":316,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","2048x2048-width":1179,"2048x2048-height":316,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes-826x221.png","card_image-width":826,"card_image-height":221,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/12\/Attribute-Tables-of-Input-and-Output-Feature-Classes.png","wide_image-width":1179,"wide_image-height":316}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>Our analysis is complete. To display the result, below we are using the <strong>Attributes<\/strong> pane. Here you can see image, class label, and confidence.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1455682,"id":1455682,"title":"Final Classification","filename":"PlantSpeciesGif.gif","filesize":9349524,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\/plantspeciesgif","alt":"Final Classification","author":"178852","description":"Final Classification","caption":"Final Classification","name":"plantspeciesgif","status":"inherit","uploaded_to":1440002,"date":"2022-01-11 22:21:19","modified":"2022-01-11 22:21:55","menu_order":0,"mime_type":"image\/gif","type":"image","subtype":"gif","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1920,"height":1080,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif.gif","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif.gif","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif.gif","large-width":1920,"large-height":1080,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif-1536x864.gif","1536x1536-width":1536,"1536x1536-height":864,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif.gif","2048x2048-width":1920,"2048x2048-height":1080,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif-826x465.gif","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/PlantSpeciesGif.gif","wide_image-width":1920,"wide_image-height":1080}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><em>Image used in this Article Banner is taken from commons.wikimedia.org, Source URL: <a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Kuopio_forest.jpg\">https:\/\/commons.wikimedia.org\/wiki\/File:Kuopio_forest.jpg<\/a> taken on 1\/13\/2022 and modified to 1920 by 1080 pixels to fit in this blog. This file is licensed under the\u00a0<a href=\"https:\/\/en.wikipedia.org\/wiki\/en:Creative_Commons\">Creative Commons<\/a>\u00a0<a href=\"https:\/\/creativecommons.org\/licenses\/by\/2.0\/deed.en\">Attribution 2.0 Generic<\/a>\u00a0license.<\/em><\/p>\n"}],"authors":[{"ID":254042,"user_firstname":"Pavan","user_lastname":"Yadav","nickname":"Pavan Yadav","user_nicename":"pyadav","display_name":"Pavan Yadav","user_email":"PYadav@esri.com","user_url":"","user_registered":"2021-07-20 16:55:01","user_description":"Pavan Yadav is a Senior Software Product Engineer at Esri's Imagery team, leveraging AI to extract valuable insights from imagery data and contributing to the development of geospatial AI (GeoAI).","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/12\/Pavan-Yadav-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":178852,"user_firstname":"Sangeet","user_lastname":"Mathew","nickname":"Sangeet Mathew","user_nicename":"smathew","display_name":"Sangeet Mathew","user_email":"smathew@esri.com","user_url":"","user_registered":"2021-02-11 16:40:56","user_description":"Principal Product Engineer on the Imagery team at Esri, with a focus on AI &amp; Image Analysis.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/12\/SngeetPic-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":[{"ID":1302112,"post_author":"178852","post_date":"2021-08-02 11:56:22","post_date_gmt":"2021-08-02 18:56:22","post_content":"","post_title":"Performing Feature Extraction &amp; Classification Using Deep Learning with ArcGIS Pro","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"performing-feature-extraction-classification-using-deep-learning-with-arcgis-pro","to_ping":"","pinged":"","post_modified":"2022-08-25 13:59:34","post_modified_gmt":"2022-08-25 20:59:34","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1302112","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"1","filter":"raw"},{"ID":1319782,"post_author":"254042","post_date":"2021-08-23 17:33:26","post_date_gmt":"2021-08-24 00:33:26","post_content":"","post_title":"Colorizing Historic Black and White Aerial Imagery using Deep Learning","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"colorizing-historic-black-and-white-aerial-imagery-using-deep-learning","to_ping":"","pinged":"","post_modified":"2022-01-13 15:04:59","post_modified_gmt":"2022-01-13 23:04:59","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1319782","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"}],"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/Kuopio_fores-card.jpg","wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/01\/Kuopio_forest.jpg"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Identify Plant Species using Deep Learning tools in ArcGIS Pro<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/identify-plant-species-using-deep-learning-tools-in-arcgis-pro\" \/>\n<meta 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