{"id":10017,"date":"2025-11-12T10:26:54","date_gmt":"2025-11-12T10:26:54","guid":{"rendered":"https:\/\/aipix.ai\/blog\/?p=10017"},"modified":"2025-12-22T10:56:47","modified_gmt":"2025-12-22T10:56:47","slug":"video-analytics-deployment-comparing-in-camera-and-server-based-video-analytics-and-their-applications","status":"publish","type":"post","link":"https:\/\/aipix.ai\/blog\/en\/video-analytics-deployment-comparing-in-camera-and-server-based-video-analytics-and-their-applications\/","title":{"rendered":"Video Analytics Deployment: Comparing In-Camera and Server-Based Video Analytics and Their Applications"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\">In-Camera and Server-Based Video Analytics \u2013 Aipix Supports Both<\/h1>\n\n\n  \r\n<style>\r\n  .wpj-jtoc.--jtoc-theme-original.--jtoc-has-custom-styles {\r\n      --jtoc-numeration-suffix: \". \";    }\r\n          .wpj-jtoc.--jtoc-theme-original.--jtoc-has-custom-styles {\r\n      --jtoc-hierarchy-offset: 15px;\n--jtoc-background-color: #efefef;\n--jtoc-toc-box-shadow: 0 0 16px #c2c2c280;\n--jtoc-title-color: #000000;\n--jtoc-toggle-color: rgba(22,249,211,0.92);\n--jtoc-link-margin: 0 0 5px 0;\n--jtoc-link-font-size: 125%;    }<\/style>\r\n\r\n<div id=\"wpj-jtoc\" class=\"wpj-jtoc wpj-jtoc--main --jtoc-the-content --jtoc-theme-original --jtoc-title-align-left --jtoc-toggle-icon --jtoc-toggle-position-right --jtoc-toggle-1 --jtoc-has-numeration --jtoc-has-custom-styles --jtoc-is-unfolded\" >\r\n  <!-- TOC -->\r\n  <div class=\"wpj-jtoc--toc \" >\r\n              <div class=\"wpj-jtoc--header\">\r\n        <div class=\"wpj-jtoc--header-main\">\r\n                    <div class=\"wpj-jtoc--title\">\r\n                        <span class=\"wpj-jtoc--title-label\">Table of contents<\/span>\r\n          <\/div>\r\n                                <div class=\"wpj-jtoc--toggle-wrap\">\r\n                                                          <div class=\"wpj-jtoc--toggle-box\">\r\n                  <div class=\"wpj-jtoc--toggle\"><\/div>\r\n                <\/div>\r\n                          <\/div>\r\n                  <\/div>\r\n      <\/div>\r\n            <div class=\"wpj-jtoc--body\">\r\n            <nav class=\"wpj-jtoc--nav\">\r\n        <ol class=\"wpj-jtoc--items\"><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#video-analytics-trends-in-2025\" title=\"Video Analytics Trends in 2025\" data-numeration=\"1\" >Video Analytics Trends in 2025<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#in-camera-video-analytics-deployment-smart-processing-inside-the-device\" title=\"In-Camera Video Analytics deployment. Smart Processing Inside the Device\" data-numeration=\"2\" >In-Camera Video Analytics deployment. Smart Processing Inside the Device<\/a>\r\n                    <\/div><ol class=\"wpj-jtoc--items\"><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#what-is-in-camera-video-analytics\" title=\"What Is In-Camera Video Analytics?\" data-numeration=\"2.1\" >What Is In-Camera Video Analytics?<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#what-are-the-key-features-of-in-camera-video-analytics\" title=\"What are the Key Features of In-Camera Video Analytics\" data-numeration=\"2.2\" >What are the Key Features of In-Camera Video Analytics<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#benefits-of-in-camera-video-analytics-software\" title=\"Benefits of In-Camera Video Analytics Software\" data-numeration=\"2.3\" >Benefits of In-Camera Video Analytics Software<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#best-use-cases-of-built-in-camera-analytics\" title=\"Best Use Cases of Built-in Camera Analytics\u00a0\" data-numeration=\"2.4\" >Best Use Cases of Built-in Camera Analytics\u00a0<\/a>\r\n                    <\/div><\/li><\/ol><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#server-based-video-analytics-deployment-scalable-intelligence-analytics\" title=\"Server-Based Video Analytics Deployment: Scalable Intelligence Analytics\" data-numeration=\"3\" >Server-Based Video Analytics Deployment: Scalable Intelligence Analytics<\/a>\r\n                    <\/div><ol class=\"wpj-jtoc--items\"><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#what-is-server-based-video-analytics\" title=\"What Is Server-Based Video Analytics?\" data-numeration=\"3.1\" >What Is Server-Based Video Analytics?<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#what-are-the-advanced-capabilities-of-server-based-analytics\" title=\"What are the Advanced Capabilities of Server-Based Analytics\" data-numeration=\"3.2\" >What are the Advanced Capabilities of Server-Based Analytics<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#benefits-of-server-based-ai-video-analytics\" title=\"Benefits of Server-Based AI Video Analytics\" data-numeration=\"3.3\" >Benefits of Server-Based AI Video Analytics<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h3\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"3\">\r\n                        <a href=\"#ideal-applications-of-server-based-video-analytics\" title=\"Ideal Applications of Server-Based Video Analytics\" data-numeration=\"3.4\" >Ideal Applications of Server-Based Video Analytics<\/a>\r\n                    <\/div><\/li><\/ol><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#aipix-vsaas-software-flexibility-for-every-video-analytics-deployment\" title=\"Aipix VSaaS Software. Flexibility for Every Video analytics deployment\" data-numeration=\"4\" >Aipix VSaaS Software. Flexibility for Every Video analytics deployment<\/a>\r\n                    <\/div><\/li><li class=\"wpj-jtoc--item --jtoc-h2\">\r\n        <div class=\"wpj-jtoc--item-content\" data-depth=\"2\">\r\n                        <a href=\"#ready-to-lead-the-next-wave-of-intelligent-video-services\" title=\"Ready to Lead the Next Wave of Intelligent Video Services?\" data-numeration=\"5\" >Ready to Lead the Next Wave of Intelligent Video Services?<\/a>\r\n                    <\/div><\/li><\/ol>      <\/nav>\r\n          <\/div>\r\n      <\/div>\r\n<\/div>\r\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"video-analytics-trends-in-2025\">Video Analytics Trends in 2025<\/h2>\n\n\n\n<p>Cloud-based surveillance systems now use video analytics as their fundamental operational component. Today Video Analytics as a service can be provided based on two types: In-Camera and Server-Based Video Analytics Solutions.<\/p>\n\n\n\n<p>Video analytics has become a cornerstone of the<a href=\"https:\/\/aipix.ai\/value-added-services\/vsaas\"> cloud video-surveillance ecosystem<\/a>, evolving from standalone systems into integrated VSaaS platforms. Depending on where analytics run (inside the camera (edge), on a local server (near-edge), or in the cloud) providers can balance cost, latency, and scalability. Edge analytics cut bandwidth use by up to<a href=\"https:\/\/www.grandviewresearch.com\/industry-analysis\/video-analytics-market\"> 70% by transmitting only metadata<\/a>, while cloud deployments simplify large-scale management and cross-site insights.<\/p>\n\n\n\n<p>For telecoms and ISPs, this evolution opens new revenue channels. <a href=\"https:\/\/aipix.ai\/blog\/en\/vsaas-telco-trends-2026-driving-growth-innovation-and-subscriber-loyalty\/\">The global VSaaS market exceeded <strong>$12 billion in 2024<\/strong> and is growing at over <strong>15% CAGR<\/strong><\/a>, driven by enterprise demand for AI-powered monitoring and smart-city use cases. With their network reach, edge infrastructure, and billing systems, operators are uniquely positioned to deliver bundled connectivity + <a href=\"https:\/\/aipix.ai\/blog\/en\/the-role-and-future-of-vas-platforms-a-glimpse-into-the-evolution-and-market-trends\/\">VSaaS offerings<\/a>, reducing backbone load, meeting data-privacy rules, and transforming surveillance into a <a href=\"https:\/\/aipix.ai\/blog\/en\/service-based-models-in-telecom-driving-growth-innovation-and-recurring-revenue\/\">recurring, high-margin digital service.<\/a><\/p>\n\n\n\n<p><strong>Aipix<\/strong> supports both types of video analytics deployment, giving <a href=\"https:\/\/aipix.ai\/blog\/en\/how-a-vsaas-company-helps-telecom-operators-making-new-era-of-video-surveillance-for-b2b\/\">organizations flexibility to design solutions that meet their specific operational needs<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"in-camera-video-analytics-deployment-smart-processing-inside-the-device\">In-Camera Video Analytics deployment. Smart Processing Inside the Device<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-deploying-with-aipix-1024x576.webp\" alt=\"In-Camera-and Server-Based-Video-Analytics-deploying-with-aipix-solution\" class=\"wp-image-10026\" srcset=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-deploying-with-aipix-1024x576.webp 1024w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-deploying-with-aipix-300x169.webp 300w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-deploying-with-aipix-768x432.webp 768w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-deploying-with-aipix-1536x864.webp 1536w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-deploying-with-aipix-18x10.webp 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"what-is-in-camera-video-analytics\">What Is In-Camera Video Analytics?<\/h3>\n\n\n\n<p>The software known as in-camera video analytics operates as a built-in system which runs directly from the camera firmware. The manufacturer creates these analytics which operate without needing external computing resources.<\/p>\n\n\n\n<p>When an ONVIF-compatible camera with built-in video analytics connects to the Aipix platform, it automatically sends analytical events, for example motion detection or damage alerts, to the system dashboard.<\/p>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"what-are-the-key-features-of-in-camera-video-analytics\">What are the Key Features of In-Camera Video Analytics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Motion detection and intrusion alerts<br><\/li>\n\n\n\n<li>Vandalism or tampering detection<\/li>\n<\/ul>\n\n\n\n<p>The camera processes all operations through its internal system which sends only metadata and brief alerts to the network for bandwidth and server resource conservation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"benefits-of-in-camera-video-analytics-software\">Benefits of In-Camera Video Analytics Software<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No extra licenses or analytics modules required<br><\/li>\n\n\n\n<li>No impact on server performance as processing happens locally<br><\/li>\n\n\n\n<li>Fast deployment and configuration<br><\/li>\n\n\n\n<li>Reduced network traffic and operating costs<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"best-use-cases-of-built-in-camera-analytics\">Best Use Cases of Built-in Camera Analytics\u00a0<\/h3>\n\n\n\n<p>In-camera video analytics are suitable for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Private users (home and small office surveillance)<br><\/li>\n\n\n\n<li>Small businesses with limited infrastructure<br><\/li>\n\n\n\n<li>Local retail or branch offices where affordability, simplicity, and reliability matter most<\/li>\n<\/ul>\n\n\n\n<p>The method works best for B2C and small B2B operations which need quick video surveillance capabilities without requiring complex processing systems.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/Cloud-Video-Analytics-deploying-with-aipix-1-1024x576.webp\" alt=\"Cloud-Video-Analytics-deploying-with-Aipix-VAaaS\" class=\"wp-image-10027\" srcset=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/Cloud-Video-Analytics-deploying-with-aipix-1-1024x576.webp 1024w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/Cloud-Video-Analytics-deploying-with-aipix-1-300x169.webp 300w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/Cloud-Video-Analytics-deploying-with-aipix-1-768x432.webp 768w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/Cloud-Video-Analytics-deploying-with-aipix-1-1536x864.webp 1536w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/Cloud-Video-Analytics-deploying-with-aipix-1-18x10.webp 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"server-based-video-analytics-deployment-scalable-intelligence-analytics\">Server-Based Video Analytics Deployment: Scalable Intelligence Analytics<\/h2>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"what-is-server-based-video-analytics\">What Is Server-Based Video Analytics?<\/h3>\n\n\n\n<p><a href=\"https:\/\/aipix.ai\/blog\/en\/how-ai-video-analytics-on-cpu-works-for-telecoms\/\">Server-based video analytics software<\/a> processes footage on a server. The video stream from each camera is transmitted to this server, where the <a href=\"https:\/\/aipix.ai\/vas-platform\/aipix-video-analytics\">analytics module of Aipix platform<\/a> performs detailed analysis and sends structured results (for example, as recognition data, alarms, or reports) back to users.<\/p>\n\n\n\n<p>This setup leverages powerful processors and deep learning algorithms to handle large-scale or complex analytical tasks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"what-are-the-advanced-capabilities-of-server-based-analytics\">What are the Advanced Capabilities of Server-Based Analytics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Facial recognition for identification and verification<br><\/li>\n\n\n\n<li>License plate and container number recognition<br><\/li>\n\n\n\n<li>Motion and line-crossing detection<br><\/li>\n\n\n\n<li>People counting and occupancy analysis<br><\/li>\n\n\n\n<li>Camera obstruction, vandalism detection<br><\/li>\n\n\n\n<li>Smoke, fire, and sound event recognition<br><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"benefits-of-server-based-ai-video-analytics\">Benefits of Server-Based AI Video Analytics<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High accuracy and real-time performance<br><\/li>\n\n\n\n<li>Scalable infrastructure \u2013 add servers as the system grows<br><\/li>\n\n\n\n<li>Centralized management and reporting<br><\/li>\n\n\n\n<li>Support for complex AI and deep learning algorithms<br><\/li>\n\n\n\n<li>Integration with access control, ERP, and alarm systems<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"ideal-applications-of-server-based-video-analytics\">Ideal Applications of Server-Based Video Analytics<\/h3>\n\n\n\n<p>Server-based AI video analytics is the preferred choice for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Retail chains and malls \u2013 customer flow, theft detection<br><\/li>\n\n\n\n<li>Gas stations and logistics hubs \u2013 vehicle tracking, LPR<br><\/li>\n\n\n\n<li>Warehouses and industrial sites \u2013 safety monitoring<br><\/li>\n\n\n\n<li>Healthcare facilities \u2013 restricted area surveillance<br><\/li>\n\n\n\n<li>Smart city infrastructure \u2013 traffic and crowd management<br><\/li>\n<\/ul>\n\n\n\n<p>The business operations of these environments depend on B2B and enterprise settings which require precise data processing and extensive analytical capabilities.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-application-on-aipix-1024x576.webp\" alt=\"Cloud-Video-Analytics-deploying-with-Aipix-VAS\" class=\"wp-image-10028\" srcset=\"https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-application-on-aipix-1024x576.webp 1024w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-application-on-aipix-300x169.webp 300w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-application-on-aipix-768x432.webp 768w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-application-on-aipix-1536x864.webp 1536w, https:\/\/aipix.ai\/blog\/wp-content\/uploads\/2025\/11\/In-Camera-and-Server-Based-Video-Analytics-application-on-aipix-18x10.webp 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"aipix-vsaas-software-flexibility-for-every-video-analytics-deployment\">Aipix VSaaS Software. Flexibility for Every Video analytics deployment<\/h2>\n\n\n\n<p>As a trusted global VSaaS provider Aipix provides excellent performance for all network types which include residential users and SMBs and enterprise clients.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>For consumer and SMB markets. Aipix operates through its built-in camera analytics system. ISPs can provide a simple cloud video service through Aipix because it requires no substantial server equipment and uses minimal bandwidth. As a result Aipix enables quick deployment for enhanced connectivity package value.<\/li>\n\n\n\n<li>For enterprise and B2B customers. The server-based AI video analytics system from Aipix enables organizations to access premium service tiers. Aipix allows deployment of private cloud solutions, connecting systems with IoT platforms and smart city infrastructure.<\/li>\n<\/ul>\n\n\n\n<p>Aipix cloud-based solution enables telecoms and internet service providers to lead the future of connectivity through intelligent services.\u00a0<\/p>\n\n\n\n<p>The Aipix VSaaS Software provides telecoms and ISPs with a strong growth platform which converts network connections into an advanced service-based system.<\/p>\n\n\n\n<h2 class=\"wp-block-heading joli-heading jtoc-heading\" id=\"ready-to-lead-the-next-wave-of-intelligent-video-services\">Ready to Lead the Next Wave of Intelligent Video Services?<\/h2>\n\n\n\n<p>Aipix enables you to convert your current infrastructure into a revenue-generating system through our partnership. The Aipix system provides enhanced surveillance capabilities together with video analytics and smart city solutions and data processing capabilities.\u00a0<\/p>\n\n\n\n<p>Through partnering with Aipix, as a telecom operator or internet service provider, you can establish smart video surveillance systems for residential and commercial properties while building your brand reputation and generating additional revenue streams.<\/p>\n\n\n\n<p class=\"has-text-align-center has-large-font-size\">Contact us now to get personal consultation about launching and provisioning both In-Camera and Server-Based Video Analytics Solutions for your customers!<\/p>\n\n\n\n<div class=\"wp-block-leadin-hubspot-form-block\">\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 26816904,\n\t\t\t\t\t\t\t\t\tformId: \"095071f9-0d28-4d7d-a38c-40bbe8037615\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1775271152000-6702347062\",\n\t\t\t\t\t\t\t\t\tregion: \"eu1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1775271152000-6702347062\"><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Dive deeper into how in-camera and server-based video analytics are transforming VSaaS for telecoms and ISPs. Discover deployment strategies, real-world benefits, and how Aipix empowers smarter, scalable surveillance solutions.<\/p>\n<div class=\"post-tags-on-image\" style=\"display:none;\"><a href=\"https:\/\/aipix.ai\/blog\/en\/tag\/ai-trends\/\" class=\"post-tag\">AI Trends<\/a> <a href=\"https:\/\/aipix.ai\/blog\/en\/tag\/ai-video-analytics\/\" class=\"post-tag\">AI Video analytics<\/a> <a href=\"https:\/\/aipix.ai\/blog\/en\/tag\/ai_video_surveillance\/\" class=\"post-tag\">AI video surveillance<\/a> <\/div>","protected":false},"author":4,"featured_media":10034,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[48],"tags":[319,318,57,162,173,91],"class_list":{"0":"post-10017","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-blog","8":"tag-ai-trends","9":"tag-ai-video-analytics","10":"tag-ai_video_surveillance","11":"tag-aipix","12":"tag-vsaas-case-study","13":"tag-vsaas-deployment"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>In-Camera &amp; Server-Based VideoAnalytics: Deploying Guide | Aipix<\/title>\n<meta name=\"description\" content=\"Explore how in-camera and server-based video analytics boost VSaaS performance. Learn key differences. Start your smart deployment with Aipix\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aipix.ai\/blog\/en\/video-analytics-deployment-comparing-in-camera-and-server-based-video-analytics-and-their-applications\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"In-Camera &amp; Server-Based VideoAnalytics: Deploying Guide | Aipix\" \/>\n<meta property=\"og:description\" content=\"Explore how in-camera and server-based video analytics boost VSaaS performance. Learn key differences. 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