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AI is Watching Me on CCTV! But I Guess I'm Safer...
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Manage episode 446419042 series 3605861
Το περιεχόμενο παρέχεται από το Brian Carter. Όλο το περιεχόμενο podcast, συμπεριλαμβανομένων των επεισοδίων, των γραφικών και των περιγραφών podcast, μεταφορτώνεται και παρέχεται απευθείας από τον Brian Carter ή τον συνεργάτη της πλατφόρμας podcast. Εάν πιστεύετε ότι κάποιος χρησιμοποιεί το έργο σας που προστατεύεται από πνευματικά δικαιώματα χωρίς την άδειά σας, μπορείτε να ακολουθήσετε τη διαδικασία που περιγράφεται εδώ https://el.player.fm/legal.
This research paper presents the development and evaluation of an AI-driven Smart Video Solution (SVS) designed to enhance community safety. The SVS utilizes existing CCTV infrastructure and leverages recent advancements in AI for anomaly detection, leveraging pose-based data to ensure privacy. The system provides real-time alerts to stakeholders through a cloud-based infrastructure and mobile app, utilizing various data visualization techniques such as occupancy indicators, statistical anomaly detection, bird's eye view, and heatmaps. The paper includes a comprehensive real-world evaluation of the SVS, implemented in a community college setting, demonstrating its effectiveness, scalability, and privacy-preserving capabilities. The evaluation also examines the system's performance under increasing workloads and crowd densities, highlighting the impact of these factors on latency and throughput.
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