{"id":1185332,"date":"2021-04-07T09:59:17","date_gmt":"2021-04-07T16:59:17","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1185332"},"modified":"2021-04-13T11:53:16","modified_gmt":"2021-04-13T18:53:16","slug":"devsummit-2021-interactive-object-detection-in-arcgis-pro","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/devsummit-2021-interactive-object-detection-in-arcgis-pro","title":{"rendered":"Dev Summit 2021: Interactive Object Detection in ArcGIS Pro"},"author":7461,"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],"tags":[186132,759812,515302],"industry":[],"product":[36841,36561],"class_list":["post-1185332","blog","type-blog","status-publish","format-standard","hentry","category-analytics","tag-deep-learning","tag-dev-summit-2021-demo","tag-object-detection","product-api-python","product-arcgis-pro"],"acf":{"short_description":"Yigal Muntner walks us through the process of using deep learning tools in ArcGIS Pro to detect objects in 3D scene for visibility analysis","flexible_content":[{"acf_fc_layout":"content","content":"<p><span data-contrast=\"auto\">In this <\/span><span data-contrast=\"auto\">compelling <\/span><span data-contrast=\"auto\">demo<\/span><span data-contrast=\"auto\">nstration<\/span> <span data-contrast=\"auto\">Yigal Muntner from Systematics, Israel walks us through the seamless <\/span><span data-contrast=\"auto\">process of using deep learning in ArcGIS Pro 2.7<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\"> By <\/span><span data-contrast=\"auto\">employing <\/span><span data-contrast=\"auto\">the ready-to-use model to extract doors and windows, <\/span><span data-contrast=\"auto\">we see in this demo how Yigal and his team could detect objects in the view and create point features from them. <\/span><span data-contrast=\"auto\">These points were then used to analyze the line of sight.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">They worked with <\/span><span data-contrast=\"auto\">the <\/span><span data-contrast=\"auto\">integrated mesh <\/span><span data-contrast=\"auto\">scene layer<\/span><span data-contrast=\"auto\"> from <\/span><span data-contrast=\"auto\">Ofek Aerial Photography <\/span><span data-contrast=\"auto\">and<\/span> <span data-contrast=\"auto\">highlight a construction site in the center of Jerusalem, Israel. <\/span><span data-contrast=\"auto\">Using the <\/span><b><span data-contrast=\"auto\">Object Detection tool <\/span><\/b><span data-contrast=\"auto\">(found under the Analysis Tab -&gt; Exploratory 3D Analysis gallery in ArcGIS Pro)<\/span><span data-contrast=\"auto\">, <\/span><span data-contrast=\"auto\">Yigal <\/span><span data-contrast=\"auto\">loads the pre-downloaded \u2018Esri Windows and Doors\u2019 model and<\/span> <span data-contrast=\"auto\">selects the output (Windows) and sets the symbology for the output feature<\/span><span data-contrast=\"auto\"> layer<\/span> <span data-contrast=\"auto\">(Vertical Bounding Box)<\/span><span data-contrast=\"auto\">.<\/span> <span data-contrast=\"auto\">You can also customize other parameters such as the confidence level and overlap threshold. <\/span><span data-contrast=\"auto\">Click <\/span><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/interactive-on-demand-object-detection-in-arcgis-pro\/\"><span data-contrast=\"none\">here<\/span><\/a><span data-contrast=\"auto\"> to learn more about <\/span><span data-contrast=\"auto\">using <\/span><span data-contrast=\"auto\">the Object Detection Tool<\/span><span data-contrast=\"auto\"> in ArcGIS Pro<\/span><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1185342,"id":1185342,"title":"object-det1","filename":"object-det1.png","filesize":292340,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/devsummit-2021-interactive-object-detection-in-arcgis-pro\/object-det1","alt":"object-detection1","author":"7461","description":"","caption":"Successfully identified windows using the Object Detection Tool","name":"object-det1","status":"inherit","uploaded_to":1185332,"date":"2021-04-07 04:17:16","modified":"2021-04-07 04:18:17","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":1904,"height":934,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1.png","medium-width":464,"medium-height":228,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1.png","medium_large-width":768,"medium_large-height":377,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1.png","large-width":1904,"large-height":934,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1-1536x753.png","1536x1536-width":1536,"1536x1536-height":753,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1.png","2048x2048-width":1904,"2048x2048-height":934,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1-826x405.png","card_image-width":826,"card_image-height":405,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det1.png","wide_image-width":1904,"wide_image-height":934}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"AI User Story: Integrated Mesh Scenes by Systematics\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/KKtA_xuogQQ?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":"content","content":"<p>&nbsp;<\/p>\n<p><span data-contrast=\"auto\">As we see in the image above, the tool has successfully identified the windows from this construction building<\/span><span data-contrast=\"auto\">, and has included information such as width, height and heading of the window in the result layer<\/span><span data-contrast=\"auto\">, which helps us verify the correct dimensions of these windows.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">But sometimes, objects such as trees<\/span> <span data-contrast=\"auto\">can get in the way<\/span><span data-contrast=\"auto\"> and obstruct our view.<\/span> <span data-contrast=\"auto\">We see in this demo how we can get around this, by using the <\/span><b><span data-contrast=\"auto\">Create Profile <\/span><\/b><span data-contrast=\"auto\"><strong>tool<\/strong> (found under the View tab in ArcGIS Pro)<\/span><span data-contrast=\"auto\">. Yigal shows us how he created a digitized clipped section o<\/span><span data-contrast=\"auto\">f a particular inn using the Create Profile tool<\/span><span data-contrast=\"auto\">. Since the Object Detection Tool works with input <\/span><span data-contrast=\"auto\">data<\/span> <span data-contrast=\"auto\">that<\/span><span data-contrast=\"auto\"> is currently in the view, this result from using the Create Profile tool can be <\/span><span data-contrast=\"auto\">used to focus on just the inn and help identify its windows<\/span><span data-contrast=\"auto\"> with ease<\/span><span data-contrast=\"auto\">.<\/span><span data-contrast=\"auto\">\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Another example that we saw in the demonstration was for <\/span><span data-contrast=\"auto\">analyzing the line of sight from multiple windows for a specific target point and to observe how it is being affected by the new construction site. <\/span><span data-contrast=\"auto\">The <\/span><b><span data-contrast=\"auto\">Construct Sight Lines tool <\/span><\/b><span data-contrast=\"auto\">(3D Analyst geoprocessing tool) was used here to <\/span><span data-contrast=\"auto\">create the 3D lines that connect each window to the target point. <\/span><span data-contrast=\"auto\">Following this, the <\/span><b><span data-contrast=\"auto\">Line of Sight<\/span><\/b><b><span data-contrast=\"auto\"> tool <\/span><\/b><span data-contrast=\"auto\">(<\/span><span data-contrast=\"auto\">3D Analyst geoprocessing tool<\/span><span data-contrast=\"auto\">) was used which analyzes the visibility using these lines. ArcGIS Pro 2.7 and above allows y<\/span><span data-contrast=\"auto\">ou to bring an integrated mesh as an input to this tool.<\/span><span data-contrast=\"auto\"> As is clear in the image below, the results from these tools helped Yigal and his team examine the impact of the new building on <\/span><span data-contrast=\"auto\">surrounding visibility.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1185382,"id":1185382,"title":"object-det2-small","filename":"object-det2-small-1.png","filesize":995842,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/devsummit-2021-interactive-object-detection-in-arcgis-pro\/object-det2-small-2","alt":"object-detection2","author":"7461","description":"","caption":"Results from using the Line of Sight Tool","name":"object-det2-small-2","status":"inherit","uploaded_to":1185332,"date":"2021-04-07 04:26:53","modified":"2021-04-07 04:27:48","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":1092,"height":538,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","medium-width":464,"medium-height":229,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","medium_large-width":768,"medium_large-height":378,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","large-width":1092,"large-height":538,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","1536x1536-width":1092,"1536x1536-height":538,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","2048x2048-width":1092,"2048x2048-height":538,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1-826x407.png","card_image-width":826,"card_image-height":407,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det2-small-1.png","wide_image-width":1092,"wide_image-height":538}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><span data-contrast=\"auto\">We saw in this demo how the \u2018Esri Windows and Doors\u2019 model can be used within the Obje<\/span><span data-contrast=\"auto\">ct Detection Tool. Here is a simple <a href=\"https:\/\/developers.arcgis.com\/python\/guide\/retraining-windows-doors-extraction-model\/\">guide<\/a> that walks us through the process of retraining this model on new data. You can also use your own model within this tool, and future releases will support additional models as well. <\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><b><span data-contrast=\"auto\">Additional Resources:<\/span><\/b><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/interactive-on-demand-object-detection-in-arcgis-pro\/\"><span data-contrast=\"none\">Interactive on-demand object detection in ArcGIS Pro<\/span><\/a><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/mapping\/exploratory-analysis\/interactive-object-detection-creation-methods.htm\"><span data-contrast=\"none\">Documentation for interactive object detection creation methods<\/span><\/a><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><a href=\"https:\/\/doc.arcgis.com\/en\/imagery\/workflows\/resources\/using-deep-learning-for-feature-extraction.htm\"><span data-contrast=\"none\">Documentation for using Deep Learning for feature extraction and classification<\/span><\/a><span data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/li>\n<\/ul>\n"}],"authors":[{"ID":7461,"user_firstname":"Manushi","user_lastname":"Majumdar","nickname":"Manushi Majumdar","user_nicename":"mmajumdar_dcdev","display_name":"Manushi Majumdar","user_email":"MMajumdar@esri.com","user_url":"","user_registered":"2018-03-21 18:21:20","user_description":"Product Engineer - Applied Data Science with ArcGIS API for Python. Or in other words, a (Data, Maps, Analyses, Python, Books) Nerd.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/me_cropped-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":"","card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/object-det-banner.jpg","wide_image":false},"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>Dev Summit 2021: Interactive Object Detection in ArcGIS Pro<\/title>\n<meta name=\"description\" content=\"Yigal Muntner walks us through the process of using deep learning tools in ArcGIS Pro to detect objects in 3D scene for visibility analysis\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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