An image segmentation algorithm is proposed by utilizing fuzzy clustering which is based on the PBM validity index.The algorithm makes use of swarm intelligent algorithm for searching optimal validity index in image feature space.The parallel niching technique is used for solving the premature convergence of the original swarm optimization algorithm,and optimizing the clustering global convergence.The optimization of both clustering number and clustering centroids is realized.The simulation for remote sensi...