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YOLOv2 is a better option compared to the other approaches for real-time fire/smoke detection. ... This work presents a real-time video-based fire and smoke detection using YOLOv2 Convolutional Neural Network (CNN) in antifire surveillance systems. ... We thank the Islamic Development Bank for their support to the Ph.D. work of A. Elhanashi. ...doi:10.1007/s11554-020-01044-0 fatcat:xc7wlofftjgofoxzohwfcqa7dq