If Indeterminacy is found to be greater than threshold, which means that the pixel may belong to more than one cluster, we change the intensity of the pixel depending upon the truth value. The K-Means Clustering algorithm is then employed on modified pixels to obtain hard clusters. Experimental Results verify that the results obtained are more accurate, thereby improves the quality of segmentation.