%0 Journal Article %T FIRE DETECTION PROBLEMS FROM VIDEO IMAGES: A REVIEW OF RESEARCH %A Shkurat, D.E. %A Matveev, A.V. %K computer vision, machine learning, artificial intelligence, object detection, neural networks, convolutional neural networks, Haar Cascades, early fire detection %J NATURAL AND MAN-MADE RISKS (PHYSICO-MATHEMATICAL AND APPLIED ASPECTS) %D 2025 %N 2025 %P 14 %I Saint-Petersburg University of State Fire Service of Emercom of Russia