The traditional C-V model had a problem of intensity inhomogeneous in segmentation for images. This paper proposed a modified C-V model based on local gray information, called Local Gray Chan-Vese (LGCV) model, through using local gray image information, this model could segment inhomogeneous image in less number of iterations. Experimental results also prove the effectiveness of this method.