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GithubSingTown's OpenMV-based intelligent camera solution can be used for bullet impact detection and localization in live-fire training ranges. By integrating AI and machine vision with thermal/visible light fusion recognition, the system captures high-temperature and impact traces at the moment of bullet impact, automatically marks hit positions, and generates training statistics and safety alerts. It provides visual and quantifiable technical support for shooting training, range management, and safety assessment.

In live-fire training ranges, the swift and precise identification of impact points is essential for assessing shooting training effectiveness and maintaining safety management.
SingTown Technology's OpenMV-based intelligent camera system applies AI-driven image recognition and computer vision technology to impact point detection. By fusing visible light and thermal imaging information, it captures the high-temperature hot spots and localized damage characteristics generated at the moment live ammunition strikes the target surface.
The system automatically identifies projectile impact points through high-frame-rate image acquisition and thermal signature analysis, then annotates coordinates and impact times, generating statistical data such as hit distribution maps. Machine vision algorithms can distinguish actual hits from environmental interference, such as sunlight glare, splatter, or target surface shadows, ensuring high-precision recognition.
The OpenMV intelligent camera supports multi-angle and multi-camera linkage, enabling synchronized image capture across different target positions to achieve comprehensive coverage and real-time monitoring. Upon detecting abnormal impacts or dense hit areas, the system can trigger visual annotations and statistical summaries, assisting instructors in training analysis and providing intuitive feedback to shooters.
The low-power, industrial-grade packaging design of this OpenMV embedded vision system enables the device to operate stably for extended periods. It supports edge deployment on target walls, observation towers, or mobile platforms, achieving all-weather monitoring without reliance on cloud or external servers.
SingTown Technology, with a focus on edge AI, machine vision, and image recognition technologies, provides precise and intelligent bullet impact detection solutions for modern shooting ranges, enhancing training efficiency and safety management standards.

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