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Explore a 22-minute conference talk from SK AI SUMMIT 2024 that delves into SK Telecom's innovative on-device military surveillance solution powered by Vision AI. Learn about the development of real-time video analysis systems that operate efficiently with minimal power consumption and cost. Discover how SK Telecom has leveraged their expertise as Korea's leading provider of real-time video analysis solutions to develop AI image analysis models and inference pipelines specifically for military surveillance applications. Understand the technical approaches used to maximize detection performance while effectively reducing false alarms caused by animal movement and vegetation motion. The speakers, Jeong-ryeol Baek and Beom-jun Kim from SK Telecom, share their experiences in developing on-device military surveillance systems, including pipeline development and AI model optimization techniques. Gain insights into how this technology contributes to South Korea's self-reliant defense capabilities through practical implementation of advanced AI-powered surveillance solutions.