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://www.roneverhart.com/SWW-x-SXSW-Cake-Something-Was-Wrong-2-8x3/