Researchers have developed a new system for detecting moderate physical violence, such as pushing, in real-time using surveillance footage. The system employs YOLO11 and YOLO11-Pose for human detection and keypoint extraction, then uses a Random Forest classifier to analyze body inclination and joint angles to differentiate aggressive behavior. This approach achieved a precision of 0.98 in controlled settings and 0.72 in challenging real-world scenarios, demonstrating its potential for early intervention in urban security. AI
影响 This research could enhance public safety by enabling early detection of aggressive behavior in surveillance systems.
排序理由 This is a research paper published on arXiv detailing a new method for violence detection.
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