Watershed is an image segmentation algorithm based on mathematical morphology, which can determine the boundary of connected section efficiently and effectively. But the traditional watershed algorithm is sensitive to noise. To overcome the weakness of classical watershed, this paper presents an improved watershed algorithm based on gradient transform, open-close reconstruction and distance transform. The experiment result shows that application of this improved watershed algorithm in cell image segmentation has a good performance.