The development of the agricultural economy is hindered by various pest-related problems. Most pest detection studies only focus on a single pest category. which is not suitable for practical application scenarios. This paper presents a deep learning algorithm based on YOLOv5. https://atlanticknifers.shop/product-category/fixed-blade-closeout/