Mixture model based image segmentation method, which assumes that image pixels are independent and do not consider the position relationship between pixels, is not robust to noise and usually leads to misclassificatio...Mixture model based image segmentation method, which assumes that image pixels are independent and do not consider the position relationship between pixels, is not robust to noise and usually leads to misclassification. A new segmentation method, called multi-resolution Ganssian mixture model method, is proposed. First, an image pyramid is constructed and son-father link relationship is built between each level of pyramid. Then the mixture model segmentation method is applied to the top level. The segmentation result on the top level is passed top-down to the bottom level according to the son-father link relationship between levels. The proposed method considers not only local but also global information of image, it overcomes the effect of noise and can obtain better segmentation result. Experimental result demonstrates its effectiveness.展开更多
为了规范和统一多分辨率模型的描述方法、建模步骤和活动,提出一种基于BOM(Base Object Model)和FEDEP(Federation Development and Execution Process)的多分辨率建模框架.该框架包括3种基于BOM的多分辨率建模方法和基于FEDEP的多分辨...为了规范和统一多分辨率模型的描述方法、建模步骤和活动,提出一种基于BOM(Base Object Model)和FEDEP(Federation Development and Execution Process)的多分辨率建模框架.该框架包括3种基于BOM的多分辨率建模方法和基于FEDEP的多分辨率建模过程.简要介绍这3种方法,重点分析FEDEP中与BOM和多分辨率建模相关的基本活动,将基于BOM的多分辨率建模过程与FEDEP集成在一起.该框架可以实现多分辨率模型描述的形式化和通用性、建模步骤和过程的规范化,促进多分辨率模型的重用、互操作和组合,保证模型的一致性和多分辨率建模的有效性.展开更多
基金This project was supported by the National Natural Foundation of China (60404022) and the Foundation of Department ofEducation of Hebei Province (2002209).
文摘Mixture model based image segmentation method, which assumes that image pixels are independent and do not consider the position relationship between pixels, is not robust to noise and usually leads to misclassification. A new segmentation method, called multi-resolution Ganssian mixture model method, is proposed. First, an image pyramid is constructed and son-father link relationship is built between each level of pyramid. Then the mixture model segmentation method is applied to the top level. The segmentation result on the top level is passed top-down to the bottom level according to the son-father link relationship between levels. The proposed method considers not only local but also global information of image, it overcomes the effect of noise and can obtain better segmentation result. Experimental result demonstrates its effectiveness.
文摘为了规范和统一多分辨率模型的描述方法、建模步骤和活动,提出一种基于BOM(Base Object Model)和FEDEP(Federation Development and Execution Process)的多分辨率建模框架.该框架包括3种基于BOM的多分辨率建模方法和基于FEDEP的多分辨率建模过程.简要介绍这3种方法,重点分析FEDEP中与BOM和多分辨率建模相关的基本活动,将基于BOM的多分辨率建模过程与FEDEP集成在一起.该框架可以实现多分辨率模型描述的形式化和通用性、建模步骤和过程的规范化,促进多分辨率模型的重用、互操作和组合,保证模型的一致性和多分辨率建模的有效性.
