The algorithm based on wavelet transform is presented to resolve detection of the water-sky-line polluted by heavy noise. Firstly, the image is wavelet transformed applying multiscale characteristics of wavelet. Then the output image with different scale is integrated into a simp le edge image by using multiscale edge match technique. As a result, the water-sky-line are extracted. The experimental results show that the algorithm can eliminate the strong clutter and noise, and is especially suited for the extraction of water-sky-line from the background of sea level.