This manuscript introduces a new clustering based image segmentation method. By implanting the concept of shadowed set in the estimation procedure for cluster centers, one new algorithm named shadowed modified C-mean algorithm (SMFCM) is proposed. The results on noise image segmentation demonstrate the shadowed modified fuzzy C-mean is better than some traditional approaches when the noise rate is high.