Existing traffic sign detection algorithms suffer from high computational complexity and large parameter sizes. limiting their deployability. The YOLO-TS model integrates the Normalized Wasserstein Distance (NWD) with the Complete Intersection over Union (CIoU) loss function. significantly enhancing the detection of small traffic signs. https://mabelandfoxs.shop/product-category/gift-card/