{"id":2318532,"date":"2024-05-09T00:01:49","date_gmt":"2024-05-09T07:01:49","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2318532"},"modified":"2024-05-14T11:12:58","modified_gmt":"2024-05-14T18:12:58","slug":"whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3","title":{"rendered":"What&#8217;s new for GeoAI in the Image Analyst extension of ArcGIS Pro 3.3"},"author":254042,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[770712,22931],"tags":[758311,25891,25941,665211,432762],"industry":[],"product":[36561],"class_list":["post-2318532","blog","type-blog","status-publish","format-standard","hentry","category-geoai","category-imagery","tag-ai","tag-arcgis","tag-esri","tag-geoai","tag-image-analyst","product-arcgis-pro"],"acf":{"short_description":"What's new for GeoAI in the Image Analyst extension of ArcGIS Pro 3.3 ","flexible_content":[{"acf_fc_layout":"content","content":"<p><span class=\"ui-provider a b c d e f g h i j k l m n o p q r s t u v w x y z ab ac ae af ag ah ai aj ak\" dir=\"ltr\">With the latest version of ArcGIS Pro, new features have been added to enhance the AI capabilities for imagery. Here\u2019s a rundown of capabilities that you can look forward to.<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<h1><span class=\"TextRun SCXW164529858 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW164529858 BCX8\" data-ccp-parastyle=\"heading 1\">AI-assisted Labeling<\/span><\/span><\/h1>\n<p>We have greatly expanded and enhanced labelling with AI-assisted support for text prompts. This has the potential to improve the productivity of the labelling process.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2321112,"id":2321112,"title":"Image of airplanes being labeled using the new Text prompt feature.","filename":"Airplane-2.png","filesize":1369152,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3\/airplane-4","alt":"Image of airplanes being labeled using the new Text prompt feature.","author":"178852","description":"Image of airplanes being labeled using the new Text prompt feature.","caption":"Image of airplanes being labeled using the new Text prompt feature.","name":"airplane-4","status":"inherit","uploaded_to":2318532,"date":"2024-04-29 19:40:53","modified":"2024-04-29 19:44:02","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":1345,"height":857,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","medium-width":410,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","medium_large-width":768,"medium_large-height":489,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","large-width":1345,"large-height":857,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","1536x1536-width":1345,"1536x1536-height":857,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","2048x2048-width":1345,"2048x2048-height":857,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2-730x465.png","card_image-width":730,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/Airplane-2.png","wide_image-width":1345,"wide_image-height":857}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1><span class=\"TextRun SCXW29768457 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW29768457 BCX8\" data-ccp-parastyle=\"heading 1\">SAMLoRA<\/span><span class=\"NormalTextRun SCXW29768457 BCX8\" data-ccp-parastyle=\"heading 1\"> Model Type<\/span><\/span><\/h1>\n<p><span data-contrast=\"none\">Meta\u2019s Segment Anything (SAM) model is trained on a diverse set of 11 million images and over 1 billion masks. This makes the model highly robust in identifying object boundaries and differentiating between various objects across domains, even though it might have never seen them before.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><span data-contrast=\"none\">The new SAMLoRA model type applies the low-rank-adaptation (LoRA) technique to the SAM model and fine-tunes it for geospatial <\/span><span data-contrast=\"none\">image segmentation <\/span><span data-contrast=\"none\">with relatively low computing resources and a smaller training dataset.\u00a0<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<p>The following graphic shows buildings extracted using the fine-tuned SAMLoRA model on natural color imagery with a fairly small training dataset. This example used only 270 image chips and 20 epochs for the training, which took less than 20 minutes.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2319932,"id":2319932,"title":"Building footprint extraction using fine-tuned SAMLoRA model","filename":"SAMLoRA.gif","filesize":1432775,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3\/samlora","alt":"Building footprint extraction using fine-tuned SAMLoRA model","author":"254042","description":"Building footprint extraction using fine-tuned SAMLoRA model","caption":"Building footprint extraction using fine-tuned SAMLoRA model","name":"samlora","status":"inherit","uploaded_to":2318532,"date":"2024-04-26 18:09:09","modified":"2024-04-26 18:09:30","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":1577,"height":501,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA.gif","medium-width":464,"medium-height":147,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA.gif","medium_large-width":768,"medium_large-height":244,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA.gif","large-width":1577,"large-height":501,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA-1536x488.gif","1536x1536-width":1536,"1536x1536-height":488,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA.gif","2048x2048-width":1577,"2048x2048-height":501,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA-826x262.gif","card_image-width":826,"card_image-height":262,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/SAMLoRA.gif","wide_image-width":1577,"wide_image-height":501}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1><span class=\"TextRun SCXW119638537 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW119638537 BCX8\" data-ccp-parastyle=\"heading 1\">Super Resolution with SR3 backbone<\/span><\/span><\/h1>\n<p><span data-contrast=\"none\">Super Resolution is a set of techniques used to enhance the resolution of images. In ArcGIS, it is available as a model type for you to build and use models to artificially enhance the resolution of your images. The SR3 is a new backbone model for the Super Resolution model type. It adapts a <\/span><span data-contrast=\"none\">denoising diffusion probabilistic model (DDPM) to conditionally generate images and performs super-resolution.<\/span><\/p>\n<p><span data-contrast=\"none\"> The animated gif below shows the low-resolution input image and the output of the Super Resolution and the SR3 model.<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2320122,"id":2320122,"title":"An example of Super Resolution with SR3","filename":"output-Super-Resolution-with-SR3-Cropped.gif","filesize":1017731,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3\/output-super-resolution-with-sr3-cropped","alt":"An example of Super Resolution with SR3","author":"254042","description":"An example of Super Resolution with SR3","caption":"An example of Super Resolution with SR3","name":"output-super-resolution-with-sr3-cropped","status":"inherit","uploaded_to":2318532,"date":"2024-04-26 18:45:07","modified":"2024-04-26 18:45:30","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":1200,"height":514,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","medium-width":464,"medium-height":199,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","medium_large-width":768,"medium_large-height":329,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","large-width":1200,"large-height":514,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","1536x1536-width":1200,"1536x1536-height":514,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","2048x2048-width":1200,"2048x2048-height":514,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped-826x354.gif","card_image-width":826,"card_image-height":354,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/output-Super-Resolution-with-SR3-Cropped.gif","wide_image-width":1200,"wide_image-height":514}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1><span class=\"TextRun SCXW203562581 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW203562581 BCX8\" data-ccp-parastyle=\"heading 1\">Model Assessment Report<\/span><\/span><\/h1>\n<p id=\"GUID-2E94E4DC-58C4-4EA3-B582-77571BDB86CD\">Understanding deep learning models is essential before using them in inferencing. Reviewing a model gives you an indication of how it was trained and how it might perform. In many cases, you may have multiple models to compare. The Review Deep Learning Model pane is used to review the deep learning models that were trained and created. You can use this pane to generate a report on all the models that were trained. The report compares the model metrics to give you the most optimal models for each class being trained.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2320202,"id":2320202,"title":"An example of an AI Models Assessment Report.","filename":"reportAI.png","filesize":656453,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3\/reportai","alt":"An example of an AI Models Assessment Report.","author":"178852","description":"An example of an AI Models Assessment Report.","caption":"An example of an AI Models Assessment Report.","name":"reportai","status":"inherit","uploaded_to":2318532,"date":"2024-04-26 19:11:24","modified":"2024-04-26 19:12:37","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":1058,"height":957,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","medium-width":289,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","medium_large-width":768,"medium_large-height":695,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","large-width":1058,"large-height":957,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","1536x1536-width":1058,"1536x1536-height":957,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","2048x2048-width":1058,"2048x2048-height":957,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI-514x465.png","card_image-width":514,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/04\/reportAI.png","wide_image-width":1058,"wide_image-height":957}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1><span class=\"TextRun SCXW82921611 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW82921611 BCX8\" data-ccp-parastyle=\"heading 1\">Multiple GPU support for inferencing<\/span><\/span><\/h1>\n<p><span class=\"TextRun SCXW79780889 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW79780889 BCX8\">Starting from this release, all inferencing tools will use multiple GPUs, if available. To use a specific GPU, specify the <\/span><\/span><span class=\"TextRun SCXW79780889 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW79780889 BCX8\">GPU ID<\/span><\/span><span class=\"TextRun SCXW79780889 BCX8\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW79780889 BCX8\"> in the tool Environment. When the GPU ID is not set, the tools use all available GPUs. This is default.<\/span><\/span><span class=\"EOP SCXW79780889 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:1,&quot;335551620&quot;:1,&quot;335559685&quot;:0,&quot;335559737&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2331912,"id":2331912,"title":"Scalability in Object Detection: Comparing Performance of 1 GPU vs. 4 GPUs (Nearly 4x Improvement)","filename":"Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","filesize":105001,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/whats-new-for-geoai-in-the-image-analyst-extension-of-arcgis-pro-3-3\/scalability-in-object-detection-comparing-performance-of-1-gpu-vs-4-gpus-nearly-4x-improvement","alt":"Scalability in Object Detection: Comparing Performance of 1 GPU vs. 4 GPUs (Nearly 4x Improvement)","author":"178852","description":"Scalability in Object Detection: Comparing Performance of 1 GPU vs. 4 GPUs (Nearly 4x Improvement)","caption":"Scalability in Object Detection: Comparing Performance of 1 GPU vs. 4 GPUs (Nearly 4x Improvement)","name":"scalability-in-object-detection-comparing-performance-of-1-gpu-vs-4-gpus-nearly-4x-improvement","status":"inherit","uploaded_to":2318532,"date":"2024-05-08 22:44:47","modified":"2024-05-08 22:45:35","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":925,"height":246,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","medium-width":464,"medium-height":123,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","medium_large-width":768,"medium_large-height":204,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","large-width":925,"large-height":246,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","1536x1536-width":925,"1536x1536-height":246,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","2048x2048-width":925,"2048x2048-height":246,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement-826x220.jpg","card_image-width":826,"card_image-height":220,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/Scalability-in-Object-Detection-Comparing-Performance-of-1-GPU-vs.-4-GPUs-Nearly-4x-Improvement.jpg","wide_image-width":925,"wide_image-height":246}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>For further information, please visit the <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-pro\/overview\">ArcGIS Pro<\/a> page or the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/get-started\/whats-new-in-arcgis-pro.htm\">What\u2019s New documentation<\/a> and post your questions in the <a href=\"https:\/\/community.esri.com\/t5\/arcgis-pro\/ct-p\/arcgis-pro\">ArcGIS Pro board<\/a> or <a href=\"https:\/\/community.esri.com\/t5\/arcgis-image-analyst\/ct-p\/arcgis-image-analyst\">ArcGIS Image Analyst board<\/a> in Esri Community.<\/p>\n"}],"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/card.jpg","wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2024\/05\/banner-final1.jpg","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' 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