The recent development of deep learning based fire detection techniques and the
availability of smart cameras able to execute these algorithms on the edge paved the way for …

Background Forests are an essential natural resource to humankind, providing a myriad of
direct and indirect benefits. Natural disasters like forest fires have a major impact on global …

Forest fires pose a significant threat to both the economy and ecology, causing extensive
damage. Smoke serves as a crucial indicator of forest fires, often appearing before the …

Wildfire is one of the most significant dangers and the most serious natural catastrophe,
endangering forest resources, animal life, and the human economy. Recent years have …

Wildfire is a sudden and highly destructive natural disaster that poses significant challenges
in terms of response and rescue efforts. Influenced by factors such as climate, combustible …

Timely detection of forest wildfires is of great significance to the early prevention and control
of large-scale forest fires. Unmanned Aerial Vehicle (UAV) with cameras has the …

Crack is the main manifestation of road damage, and its further deterioration will affect road
traffic. The timely detection of road cracks is of great significance for ensuring road safety. In …

The occurrence of forest fires can lead to ecological damage, property loss, and human
casualties. Current forest fire smoke detection methods do not sufficiently consider the …

Forest fires pose significant hazards to ecological environments and economic society. The
detection of forest fire smoke can provide crucial information for the suppression of early …

Forest fires are caused naturally by lightning, high atmospheric temperatures, and dryness.
Forest fires have ramifications for both climatic conditions and anthropogenic ecosystems …