At present. learning-based citrus blossom recognition models based on deep learning are highly complicated and have a large number of parameters. In order to estimate citrus flower quantities in natural orchards. this study proposes a lightweight citrus flower recognition model based on improved YOLOv4. https://fitnessgravesyardes.shop/product-category/button-set/