YOLO-DSDFE: Dual-Stream Depthwise Feature Enhancement for Lightweight Fire and Smoke Detection
Fire and smoke exhibit different spatial characteristics: fire regions often contain localized high responses, contour variations, and irregular boundaries, whereas smoke usually presents weak texture, blurred boundaries, and broader spatial extent. Lightweight detectors commonly apply the same kernel-size and dilation...