Spectral clustering as a class of new and effective clustering method has been widely concerned and successfully applied in image segmentation. The image segmentation algorithm, based on initialization-independent multi-parameter kernel spectral clustering which was raised by Ma Xiuli, has been researched, improved and successfully applied in texture image and SAR image segmentation in this dissertation. The main achievement of this dissertation can be summarized as follows:
1. Spectral clustering uses ...