There exist various computer based techniques researched available in fabric defect detection but in accuracy and various problem exists in this techniques. So in this paper the authors introduced, the new techniques for fabric defect detection using automatic visual analysis. In this paper the fabric defect is detected by using clustering algorithm. Clustering methods is also used for image segmentation. The main objective of this paper is to show the outcome of fuzzy c-mean technique in the fabric defect recognition. Also performance of fuzzy C-mean is spotlighted.