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The proposed smoke-free environment system uses YOLOv4 for real-time smoke detection in public spaces. YOLOv4 is opted in the system for its high accuracy and efficacy in video stream detection. Since the recording in OpenCV will perfectly integrate, it captures the footage. Upon detection of smoke or fire, the system sends visual as well as buzzer alarms to personnel nearby and sends email warnings to concerned authorities. This innovative system not only prevents smoking in restricted areas but also enhances early detection and safety of the public from fire. It has enhanced public health with real-time smoke detection and alerts, thus ensuring safer smoke-free spaces.

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Real Time Smoke Surveillance System in Public Arena Using YOLOV4

  • 会议论文

  • 发表日期：

    2026年

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  • S. Ritwika,
  • Ambajipeta Nandini,
  • Arutla Siri Chandana,
  • Jeddi Akshara,
  • Tanuku Vaibhavi,
  • Vanguri Akanksha

摘要

The proposed smoke-free environment system uses YOLOv4 for real-time smoke detection in public spaces. YOLOv4 is opted in the system for its high accuracy and efficacy in video stream detection. Since the recording in OpenCV will perfectly integrate, it captures the footage. Upon detection of smoke or fire, the system sends visual as well as buzzer alarms to personnel nearby and sends email warnings to concerned authorities. This innovative system not only prevents smoking in restricted areas but also enhances early detection and safety of the public from fire. It has enhanced public health with real-time smoke detection and alerts, thus ensuring safer smoke-free spaces.