 In this paper, we present ATT YOLO, a novel YOLO-style object detector designed specifically for surface defect detection in electronics manufacturing. Our model outperformed other state-of-the-art and lightweight object detectors on the COCO dataset, demonstrating its effectiveness in real-world applications. This article was authored by Junrong Wang, Huafeng Dai, Daojen Chen, and others.