Sentinel — Real-Time Violence Detection System Built a real-time violence detection system that i...Sentinel — Real-Time Violence Detection System Built a real-time violence detection system that i...
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Sentinel — Real-Time Violence Detection System
Built a real-time violence detection system that identifies threatening behavior from live video feeds using pose estimation and deep learning — no object detection, no raw pixel processing.
The system uses MediaPipe to extract skeletal keypoints frame-by-frame, then feeds motion sequences into a BiLSTM model to classify behavior as violent or non-violent in real time. Because it works on pose data rather than video pixels, it stays lightweight and privacy-conscious.
Tech used: Python · MediaPipe · BiLSTM · OpenCV · TensorFlow/Keras
Applications: Smart surveillance · Campus security · Public safety systems
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