Due to the initialization-dependence of original spectral clustering, an initialization-independent spectral clustering on the joint model is proposed and then is applied to image segmentation.

• 针对原始谱聚类算法初始化敏感的缺点，提出了一种基于联合模型的初始化独立谱聚类算法并将其用于图像分割。