{"id":2229,"date":"2026-09-24T10:55:47","date_gmt":"2026-09-24T09:55:47","guid":{"rendered":"https:\/\/dsdevices.com\/us\/?page_id=2229"},"modified":"2026-10-14T14:12:19","modified_gmt":"2026-10-14T13:12:19","slug":"edge-ai","status":"publish","type":"page","link":"https:\/\/dsdevices.com\/us\/edge-ai\/","title":{"rendered":"Edge AI"},"content":{"rendered":"\n<p><strong><strong>Local Computer Vision. Open Integration. Built for Real-World Deployment.<\/strong><\/strong><\/p>\n\n\n\n<p><strong>DSDevices Edge AI Service<\/strong> is a downloadable computer vision application designed to make local vision processing simple to deploy on DSDevices hardware.<\/p>\n\n\n\n<p>Using either a <strong>standard USB camera or an RTSP-enabled IP camera<\/strong>, supported DSDevices players can process visual data locally and make detection results available through a simple REST API.<\/p>\n\n\n\n<p>The service is designed for <strong>CMS providers, integrators and developers<\/strong> looking to add practical computer vision capabilities to their platforms, applications and deployments.<\/p>\n\n\n\n<p>The current release includes a <strong>multi-model inference pipeline<\/strong> combining <strong>Facial Demographic Classification (Gender and Age)<\/strong> with <strong>Real-Time Object Tracking across 80 COCO object classes<\/strong>.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Local computer-vision processing<\/li>\n\n\n\n<li>Facial demographic classification for gender and age<\/li>\n\n\n\n<li>Real-time object detection and tracking<\/li>\n\n\n\n<li>Detection across 80 COCO object classes<\/li>\n\n\n\n<li>USB camera and RTSP-enabled IP camera support<\/li>\n\n\n\n<li>REST API for integration<\/li>\n\n\n\n<li>Downloadable application from the DSDevices website<\/li>\n\n\n\n<li>Support for DSDA1 and DSDX5<\/li>\n\n\n\n<li>CPU-based inference on current hardware<\/li>\n\n\n\n<li>Future NPU-accelerated support<\/li>\n\n\n\n<li>Custom AI models and integration services<\/li>\n<\/ul>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2246\">Download DSDevices Edge AI Service<\/a><\/strong><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2250\">View Security &amp; Malware Audit Report<\/a><\/strong><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2248\">View Detectable Items &amp; Attributes<\/a><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Simple Local Architecture<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service supports the <a href=\"https:\/\/dsdevices.com\/us\/product\/dsda1\" target=\"_blank\" rel=\"noopener\"><strong>DSDA1<\/strong><\/a> and <a href=\"https:\/\/dsdevices.com\/us\/product\/dsdx5\" target=\"_blank\" rel=\"noopener\"><strong>DSDX5<\/strong><\/a>, using CPU-based inference on the current generation of devices.<\/p>\n\n\n\n<p><strong>USB Camera \/ IP Camera (RTSP) \u2192 DSDA1 \/ DSDX5 \u2192 DSDevices Edge AI Service \u2192 REST API \u2192 CMS \/ Third-Party App<\/strong><\/p>\n\n\n\n<p>Processing takes place locally on the device, reducing reliance on cloud-based AI services and giving partners and developers a straightforward way to integrate computer-vision data into their own applications and workflows.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/dsdevices.com\/wp-content\/uploads\/2026\/09\/DSDevice-Edge-AI-USBIP-683x1024.png\" alt=\"\" class=\"wp-image-2350\" style=\"aspect-ratio:0.6669999615428989;width:425px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong><strong>A Working Multi-Model Computer Vision Application<\/strong><\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service provides a working <strong>multi-model computer-vision pipeline<\/strong> out of the box.<\/p>\n\n\n\n<p>The current release combines:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Facial Demographic Classification<\/strong> \u2013 Gender and Age<\/li>\n\n\n\n<li><strong>Real-Time Object Tracking<\/strong> \u2013 detection and tracking across <strong>80 COCO object classes<\/strong><\/li>\n<\/ul>\n\n\n\n<p>The application supports both <strong>USB cameras<\/strong> and <strong>RTSP-enabled IP cameras<\/strong>, providing flexibility in how camera feeds are connected.<\/p>\n\n\n\n<p>Detection and classification results can be accessed through the REST API and used within CMS platforms, third-party applications, dashboards and custom integrations.<\/p>\n\n\n\n<p>The included models provide a practical computer vision solution for a range of applications, with additional and custom models available through DSDevices for projects with different requirements.<\/p>\n\n\n\n<p><strong>View Complete List of Detectable Items &amp; Attributes<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Designed for Easy Integration<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service exposes a simple REST API designed for integration with CMS platforms and third-party applications.<\/p>\n\n\n\n<p>Available endpoints include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code><strong>\/api\/v1\/status<\/strong><\/code> \u2013 service and processing status<\/li>\n\n\n\n<li><code><strong>\/api\/v1\/detections<\/strong><\/code> \u2013 structured detection and classification results<\/li>\n\n\n\n<li><code><strong>\/api\/v1\/snapshot<\/strong><\/code> \u2013 current camera snapshot<\/li>\n\n\n\n<li><code><strong>\/api\/v1\/csv<\/strong><\/code> \u2013 detection data in CSV format<\/li>\n<\/ul>\n\n\n\n<p>Applications can consume this output without needing to manage the underlying computer vision inference pipeline.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Available Directly from DSDevices<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service is available as a <strong>downloadable application directly from the DSDevices website<\/strong>.<\/p>\n\n\n\n<p>Partners and developers can install the application on supported DSDevices hardware and use the REST API to integrate detection and classification data into their own platforms, applications and workflows.<\/p>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2246\">Download DSDevices Edge AI Service<\/a><\/strong><\/p>\n\n\n\n<p>The API provides a consistent integration layer between the Edge AI Service and external applications, allowing additional AI models and processing methods to be introduced without requiring existing integrations to be redesigned.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Security &amp; Malware Audited<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service has undergone a dedicated <strong>Security &amp; Malware Audit<\/strong>, providing additional assurance for partners evaluating or deploying the application.<\/p>\n\n\n\n<p>The audit report for the released application is available to review directly from the DSDevices website.<\/p>\n\n\n\n<p><strong>View Security &amp; Malware Audit Report<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Built for CMS Providers, Integrators and Developers<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service provides a straightforward way to introduce computer vision into digital signage and other connected applications.<\/p>\n\n\n\n<p>CMS providers can consume detection and classification data within their platforms, while integrators and developers can use the REST API to build applications, workflows and tailored solutions around the service.<\/p>\n\n\n\n<p>Potential applications include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Audience analytics<\/li>\n\n\n\n<li>Age and gender analysis<\/li>\n\n\n\n<li>People detection and tracking<\/li>\n\n\n\n<li>Object detection and tracking<\/li>\n\n\n\n<li>Occupancy and footfall monitoring<\/li>\n\n\n\n<li>Retail and display monitoring<\/li>\n\n\n\n<li>Event-based content triggering<\/li>\n\n\n\n<li>Operational monitoring<\/li>\n\n\n\n<li>Custom computer-vision applications<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong><strong>Need a Different Computer Vision Model?<\/strong><\/strong><\/p>\n\n\n\n<p>The standard application includes <strong>Facial Demographic Classification<\/strong> and <strong>Real-Time Object Tracking across 80 COCO object classes<\/strong>, but different projects can require different types of computer vision.<\/p>\n\n\n\n<p>DSDevices offers <strong>custom computer vision model development and integration services<\/strong> for partners and developers who require a different model, additional classifications or a solution tailored to a particular application.<\/p>\n\n\n\n<p>Services can include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Custom model development and training<\/li>\n\n\n\n<li>Dataset preparation and annotation<\/li>\n\n\n\n<li>Model optimisation<\/li>\n\n\n\n<li>CPU and NPU deployment optimisation<\/li>\n\n\n\n<li>API and application integration<\/li>\n\n\n\n<li>Deployment engineering<\/li>\n\n\n\n<li>Ongoing model and technical support<\/li>\n<\/ul>\n\n\n\n<p>Partners and developers can start with the standard application and move to a customised AI solution where required.<\/p>\n\n\n\n<p><strong>Have a particular computer vision application in mind? Talk to us about the model you need.<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/dsdevices.com\/us\/contact\/\" target=\"_blank\" rel=\"noopener\"><strong>Talk to Our Team<\/strong><\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Existing Hardware. New Possibilities.<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service runs on the existing <strong>DSDA1<\/strong> and <strong>DSDX5<\/strong> platforms using CPU-based processing.<\/p>\n\n\n\n<p>This allows partners and developers to deploy computer vision using existing DSDevices hardware with either a <strong>USB camera or an RTSP-enabled IP camera<\/strong>, without requiring a separate AI appliance.<\/p>\n\n\n\n<p>Future DSDevices hardware will extend this capability with <strong>NPU acceleration<\/strong>, supporting higher-performance computer vision workloads and more demanding applications.<\/p>\n\n\n\n<p>The Edge AI Service can therefore evolve alongside the DSDevices hardware platform while maintaining a consistent integration layer for CMS platforms and third-party applications.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Available Now<\/strong><\/p>\n\n\n\n<p>DSDevices Edge AI Service is now available to download for <strong>DSDA1 and DSDX5<\/strong>.<\/p>\n\n\n\n<p>The current release includes <strong>Facial Demographic Classification<\/strong>, <strong>Real-Time Object Tracking across 80 COCO object classes<\/strong>, support for <strong>USB and RTSP-enabled IP cameras<\/strong>, and access through the <strong>DSDevices REST API<\/strong>.<\/p>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2246\">Download DSDevices Edge AI Service<\/a><\/strong><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2250\">View Security &amp; Malware Audit Report<\/a><\/strong><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/dsdevices.com\/us\/?sdm_process_download=1&amp;download_id=2248\">View Detectable Items &amp; Attributes<\/a><\/strong><\/p>\n\n\n\n<p><strong>Need a different model or want to integrate the service with your CMS or application?<\/strong><\/p>\n\n\n\n<p><a href=\"https:\/\/dsdevices.com\/us\/contact\/\" target=\"_blank\" rel=\"noopener\"><strong>Talk to Our Team<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Local Computer Vision. Open Integration. Built for Real-World Deployment. DSDevices Edge AI Service is a downloadable computer vision application designed to make local vision&#8230;<\/p>\n","protected":false},"author":524,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/fullwidth.php","meta":{"_monsterinsights_skip_tracking":false,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"class_list":["post-2229","page","type-page","status-publish","hentry"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.5 - aioseo.com -->\n\t<meta name=\"description\" content=\"Local Computer Vision. Open Integration. Built for Real-World Deployment. DSDevices Edge AI Service is a downloadable computer vision application designed to make local vision processing simple to deploy on DSDevices hardware. 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