The improved Otsu method for segmenting water surface images combines the one-dimensional Otsu method with a uniformity measurement to enhance accuracy. By considering the uniform background of water surface images, this method outperforms traditional Otsu and other common segmentation methods, reducing errors and improving accuracy. Additionally, a correction algorithm is used to further enhance segmentation accuracy in images affected by factors like light intensity and water ripples.