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中国图象图形学报 2006
An Improved Image Segmentation Method Based on Fuzzy Clustering
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Abstract:
An improved spatial relation constrained FCM algorithm is developed in this paper,the spatial neighbor relation between both pixels and between pixel and regions are defined,and the spatial relation matrix between pixel and regions has been constructed.This matrix is constrained to the partition matrix of the classical fuzzy C-Means clustering(FCM) algorithms and the spatial relation constrained FCM algorithm is formed.This algorithm can automatically segment images with fewer parameters comparing to other algorithms of this category.Many experiments are conducted on the avenue images in which the road intensity is inconsistent,and the results show that our segmentation algorithm has better performance to object's consistency for road images with shadows.