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By replacing the CSPDarknet53 backbone of YOLOv5s with ViT, the product has the capacity to seize both regional and world dependencies in photos, causing more correct detection of fire and smoke underneath challenging situations. We Appraise the performance in the proposed design applying a comprehensive Fire and Smoke Detection Dataset, which incl