Viewed as a significant natural disaster, wildfires present a serious threat to human
communities, wildlife, and forest ecosystems. The frequency of wildfire occurrences has …

Fire accidents have become increasingly frequent and have profound effects on today's
society, leading to injuries, fatalities, and significant economic losses. It is crucial to develop …

Wildland fires negatively impact forest biodiversity and human lives. They also spread very
rapidly. Early detection of smoke and fires plays a crucial role in improving the efficiency of …

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 biosphere to be protected, forests are a necessity everywhere in the world. Forest
fires are one of the major risks to life in many parts of the world; they put the environment …

It is well-established that contact fire sensors are susceptible to interference from non-fire
particles and cannot be applied to fire alarms in both large indoor and outdoor open spaces …

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 …

Forest fires are a vulnerable and devastating disaster that pose a major threat to human
property and life. Smoke is easier to detect than flames due to the vastness of the wildland …

Fire is a serious disaster that endangers life and property worldwide. Accurate and prompt
fire detection can provide early warning information for firefighting efforts. Deep learning …

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 …