The world has seen an increase in the number of wildland fires in recent years due to
various factors. Experts warn that the number of wildland fires will continue to increase in the …

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 …

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 …

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 …

Worldwide, fire disasters cause social, economic, and environmental damage, so their early
detection and instant response is crucial for saving lives and property, which is possible via …

Forest fires are a serious ecological concern, and smoke is an early warning indicator. Early
smoke images barely capture a tiny portion of the total smoke. Because of the irregular …

Among various calamities, conflagrations stand out as one of the most-prevalent and-
menacing adversities, posing significant perils to public safety and societal progress …

Abstract Visual Fire Detection (VFD), through the rapid and accurate identification of smoke
and flame in images and videos, is crucial for early fire warning and reducing fire hazards. In …

The increase in the deployment of surveillance camera in outdoor and indoor settings have
resulted in a growing demand for intelligent systems that can accurately detect and …

Smoke detection is a key process for fire warning systems. However, the existing smoke
detection methods are insufficient to extract precise smoke features due to the smoke's …