{"id":4182,"date":"2025-11-12T10:07:39","date_gmt":"2025-11-12T09:07:39","guid":{"rendered":"https:\/\/meta-os.eu\/?p=4182"},"modified":"2025-11-12T12:33:29","modified_gmt":"2025-11-12T11:33:29","slug":"automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture","status":"publish","type":"post","link":"https:\/\/meta-os.eu\/index.php\/2025\/11\/12\/automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture\/","title":{"rendered":"Automated Live Production: Orchestrating User-Generated Content with Cloud-Native NEMO Architecture"},"content":{"rendered":"\n<div style=\"height:38px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>The increasing availability of User-Generated Content during large-scale events is transforming spectators into active co-creators of live narratives while simultaneously introducing challenges in managing heterogeneous sources, ensuring content quality, and orchestrating distributed infrastructures. A trial was conducted to evaluate automated orchestration, media enrichment, and real-time quality assessment in a live sporting scenario. A key innovation of this work is the use of a cloud-native architecture based on Kubernetes, enabling dynamic and scalable integration of smartphone streams and remote production tools into a unified workflow.<\/p>\n\n\n\n<p>The system also included advanced cognitive services, such as a Video Quality Probe for estimating perceived visual quality and an AI Engine based on YOLO models for detection and recognition of runners and bib numbers. Together, these components enable a fully automated workflow for live production, combining real-time analysis and quality monitoring, capabilities that previously required manual or offline processing. The results demonstrated consistently high Mean Opinion Score (MOS) values above 3 72.92% of the time, confirming acceptable perceived quality under real network conditions, while the AI Engine achieved strong performance with a Precision of 93.6% and Recall of 80.4%.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.mdpi.com\/2079-9292\/14\/20\/4115\">https:\/\/www.mdpi.com\/2079-9292\/14\/20\/4115<\/a><\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The increasing availability of User-Generated Content during large-scale events is transforming spectators into active co-creators of live narratives while simultaneously introducing challenges in managing heterogeneous sources, ensuring content quality, and orchestrating distributed infrastructures. A trial was conducted to evaluate automated &hellip;<\/p>\n","protected":false},"author":4,"featured_media":4187,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"footnotes":""},"categories":[17],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v17.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Automated Live Production: Orchestrating User-Generated Content with Cloud-Native NEMO Architecture - META-OS<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/meta-os.eu\/index.php\/2025\/11\/12\/automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Live Production: Orchestrating User-Generated Content with Cloud-Native NEMO Architecture - META-OS\" \/>\n<meta property=\"og:description\" content=\"The increasing availability of User-Generated Content during large-scale events is transforming spectators into active co-creators of live narratives while simultaneously introducing challenges in managing heterogeneous sources, ensuring content quality, and orchestrating distributed infrastructures. A trial was conducted to evaluate automated &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/meta-os.eu\/index.php\/2025\/11\/12\/automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture\/\" \/>\n<meta property=\"og:site_name\" content=\"META-OS\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-12T09:07:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-12T11:33:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/meta-os.eu\/wp-content\/uploads\/2025\/11\/QoEsquare.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1299\" \/>\n\t<meta property=\"og:image:height\" content=\"1299\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Michalis Karadimos\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\/\/meta-os.eu\/#website\",\"url\":\"https:\/\/meta-os.eu\/\",\"name\":\"IOT NGIN\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/meta-os.eu\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/meta-os.eu\/index.php\/2025\/11\/12\/automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture\/#primaryimage\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/meta-os.eu\/wp-content\/uploads\/2025\/11\/QoEsquare.png\",\"contentUrl\":\"https:\/\/meta-os.eu\/wp-content\/uploads\/2025\/11\/QoEsquare.png\",\"width\":1299,\"height\":1299},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/meta-os.eu\/index.php\/2025\/11\/12\/automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture\/#webpage\",\"url\":\"https:\/\/meta-os.eu\/index.php\/2025\/11\/12\/automated-live-production-orchestrating-user-generated-content-with-cloud-native-nemo-architecture\/\",\"name\":\"Automated Live Production: Orchestrating User-Generated Content with Cloud-Native NEMO Architecture - 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