Existing water gauge reading approaches based on image analysis have problems such as poor scene adaptability and weak robustness. Here. we proposed a novel water level measurement method based on deep learning (YOLOv5s. convolutional neural network) to overcome these problems. https://atome3des.shop/product-category/accessoires-polymaker/