Accurate identification of sheep is important for achieving precise animal management and welfare farming in large farms. In this study. a sheep face detection method based on YOLOv3 model pruning is proposed. abbreviated as YOLOv3-P in the text. https://www.njmaq.com/product-category/accessories/