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By replacing the CSPDarknet53 spine of YOLOv5s with ViT, the design has the capacity to seize both equally regional and international dependencies in images, causing a lot more accurate detection of fire and smoke below hard ailments. We Assess the general performance from the proposed design applying a comprehensive Fire and Smoke Detection Datase