Human Activity Recognition Method for Moderate Violence Detection

ArXi:2605.02659v1 Announce Type: new Physical violence in public spaces is a significant public health concern, with minor incidents such as pushing often serving as precursors to severe escalations. This research develops an automated system for the real-time detection of moderate physical violence, specifically pushing, in surveillance camera footage. The proposed solution integrates state-of-the-art computer vision models, utilizing YOLO11 and YOLO11-Pose for human detection and skeletal keypoint extraction.