{"id":90154,"date":"2023-12-30T12:11:09","date_gmt":"2023-12-30T12:11:09","guid":{"rendered":"https:\/\/www.seeedstudio.com\/blog\/?p=90154"},"modified":"2025-08-14T10:09:11","modified_gmt":"2025-08-14T10:09:11","slug":"ai-powered-home-security-with-deepstack-and-home-assistant","status":"publish","type":"post","link":"https:\/\/www.seeedstudio.com\/blog\/2023\/12\/30\/ai-powered-home-security-with-deepstack-and-home-assistant\/","title":{"rendered":"AI-powered Home Security with DeepStack and Home Assistant"},"content":{"rendered":"\n<p><strong>Hardware:<\/strong>&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/reComputer-J1020-v2-p-5498.html\">reComputer J1020v2 with NVIDIA Jetson Nano<\/a><\/p>\n\n\n\n<p><strong>Application:<\/strong>&nbsp;Object Detection &amp; Face Recognition<\/p>\n\n\n\n<p><strong>Industry:<\/strong>&nbsp;Smart Home<\/p>\n\n\n\n<p><strong>Deployment Location:&nbsp;<\/strong>United States<br>In recent years, the importance and indispensability of AI-driven home security automation systems have surged, marking a great shift in the way we safeguard our homes. With an escalating need for advanced security measures, AI technology offers a proactive and intelligent approach to home protection. <\/p>\n\n\n\n<p>These systems, equipped with sophisticated algorithms, can analyze vast amounts of data from various sensors, cameras, and devices, allowing for real-time threat detection and response. With the powerful support from the Home Assistant platform, the AI security system can be easily integrated into the whole house control under full automation, eventually making your home smarter.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-1030x687.jpg\" alt=\"\" class=\"wp-image-90371\" width=\"773\" height=\"515\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-1030x687.jpg 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-300x200.jpg 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-768x512.jpg 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-1536x1024.jpg 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-2048x1365.jpg 2048w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-1024x683.jpg 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/rear-view-of-home-delivery-service-driver-standing-2023-11-27-05-11-21-utc-675x450.jpg 675w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading\">Solution<\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/robmarkcole\">Robin Cole<\/a>, the creator of satellite-image-deep-learning.com brings the AI face recognition solution to the smart home, integrating DeepStack objects\/face detection and recognition services into the popular home automation platform Home Assistant(HA).<\/p>\n\n\n\n<p>DeepStack runs in Docker containers and exposes various computer vision models through the REST API for communication. Its Object Detection model can identify 80 different types of objects, including people, vehicles, and animals.<\/p>\n\n\n\n<p>While detecting action is triggered, the pre-trained model connected with DeepStack API will send a response to HA, which can then perform tasks at Home based on this and other inputs. DeepStack can run on Jetson devices, and it achieves good inference times on a Yolo-based training model with deep learning, which runs using PyTorch. DeepStack and Home Assistant coordinate communication through the Go server and Redis layers.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player-1030x581.png\" alt=\"\" class=\"wp-image-90372\" width=\"773\" height=\"436\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player-1030x581.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player-300x169.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player-768x433.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player-1536x866.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player-1024x577.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/12\/media_player.png 1699w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><figcaption class=\"wp-element-caption\">Image from https:\/\/github.com\/robmarkcole\/HASS-Deepstack-object<\/figcaption><\/figure><\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Seeed&nbsp;NVIDIA&nbsp;Jetson Ecosystem<\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/nvidia-elite-partner-badge-rgb-for-screen.jpg\" alt=\"\" class=\"wp-image-82789\" width=\"233\" height=\"109\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/nvidia-elite-partner-badge-rgb-for-screen.jpg 465w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/08\/nvidia-elite-partner-badge-rgb-for-screen-300x140.jpg 300w\" sizes=\"(max-width: 233px) 100vw, 233px\" \/><\/figure><\/div>\n\n\n<p>Seeed is an Elite partner for edge AI in the&nbsp;<a href=\"https:\/\/www.nvidia.com\/en-us\/about-nvidia\/partners\/\"><u>NVIDIA Partner Network<\/u><\/a>. Explore more carrier boards, full system devices, customization services, use cases, and developer tools on&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/nvidia-jetson.html\"><u>Seeed\u2019s&nbsp;NVIDIA Jetson ecosystem<\/u><\/a>&nbsp;page.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3-1030x599.png\" alt=\"\" class=\"wp-image-84528\" width=\"773\" height=\"449\" srcset=\"https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3-1030x599.png 1030w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3-300x174.png 300w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3-768x446.png 768w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3-1536x893.png 1536w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3-1024x595.png 1024w, https:\/\/www.seeedstudio.com\/blog\/wp-content\/uploads\/2023\/09\/WeChatWorkScreenshot_0fa3f479-5b1c-4e23-9896-b989d6bde69c-3.png 1958w\" sizes=\"(max-width: 773px) 100vw, 773px\" \/><\/figure><\/div>\n\n\n<p>Join the forefront of AI innovation with us! Harness the power of cutting-edge hardware and technology to revolutionize the deployment of machine learning in the real world across industries. Be a part of our mission to provide developers and enterprises with the best ML solutions available. Check out our&nbsp;<a href=\"https:\/\/files.seeedstudio.com\/wiki\/NVIDIA\/NVIDIA_Jetson_example-Success_cases_and_examples_with_NVIDIA_Jetson.pdf\">success&nbsp;case study catalog<\/a>&nbsp;to discover more edge AI possibilities!<\/p>\n\n\n\n<p>Discover infinite computer vision application possibilities through our&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/edge-ai\/computer-vision\">vision AI resource hub<\/a>!<\/p>\n\n\n\n<p>Take the first step and send us an email at&nbsp;<a href=\"mailto:edgeai@seeed.cc\">edgeai@seeed.cc<\/a>&nbsp;to become a part of this exciting journey!&nbsp;<\/p>\n\n\n\n<p>Download our latest&nbsp;<a href=\"https:\/\/files.seeedstudio.com\/wiki\/Seeed_Jetson\/Seeed-NVIDIA_Jetson_Catalog_V1.4.pdf\">Jetson product Catalog<\/a>&nbsp;to find one option that suits you well. If you can\u2019t find the off-the-shelf Jetson hardware solution for your needs, please check out our&nbsp;<a href=\"https:\/\/www.seeedstudio.com\/odm\">customization services<\/a>, and submit a new product inquiry to us at&nbsp;odm@seeed.cc&nbsp;for evaluation.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hardware:&nbsp;reComputer J1020v2 with NVIDIA Jetson Nano Application:&nbsp;Object Detection &amp; Face Recognition Industry:&nbsp;Smart Home Deployment Location:&nbsp;United<\/p>\n","protected":false},"author":3606,"featured_media":90374,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"iawp_total_views":0,"footnotes":""},"categories":[1,4393],"tags":[4441,5203,1824],"class_list":["post-90154","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","category-tech","tag-home-assistant","tag-home-assistant-blog","tag-nvidia-jetson"],"yoast_head":"<!-- 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