Smoke and fire detection technology has been very mature with the development of deep
learning. Still, the early warning detection methods for fires in some factories and gas …

The warning of fire and smoke provides security for people's lives and properties. The
utilization of deep learning for fire and smoke warning has been an active area of research …

Fires can cause extensive damage to human life and property, highlighting the importance
of accurate flame and smoke detection systems. However, current methods for detecting …

Fire and smoke are hazardous environmental phenomena that pose significant risks to
safety and security, necessitating effective detection and monitoring systems. In this study, a …

For the detection of fire-like targets in indoor, outdoor and forest fire images, as well as fire
detection under different natural lights, an improved YOLOv5 fire detection deep learning …

Fire is one of the major disasters in the world, which seriously endangers the safety of life
and property. Effective flame and smoke detection can provide timely warning information for …

Since fires in uncontrolled environments pose serious risks to society and individuals, many
researchers have been investigating technologies for early detection of fires that occur in …

Fire detection and alarm system is fully concerned for safety. And convolutional neural
network (CNN) has been introduced into fire/smoke detection based on video/image …

Fire is a multiple and destructive disaster that usually results in great loss of life and
property. Therefore, early detection of fire can help minimize mortality and reduce the risk to …

Fire is a very harmful disaster, which seriously threatens people's life and property safety, so
the detection and early warning of fire is very important. With the development of deep …