首页 | 本学科首页   官方微博 | 高级检索  
     

基于改进快速分水岭变换的图像区域融合
引用本文:崔明,孙守迁,潘云鹤.基于改进快速分水岭变换的图像区域融合[J].计算机辅助设计与图形学学报,2005,17(3):546-552.
作者姓名:崔明  孙守迁  潘云鹤
作者单位:浙江大学CAD&CG国家重点实验室,杭州,310027;浙江大学计算机科学与技术学院,杭州,310027;浙江大学CAD&CG国家重点实验室,杭州,310027;浙江大学计算机科学与技术学院,杭州,310027;浙江大学CAD&CG国家重点实验室,杭州,310027;浙江大学计算机科学与技术学院,杭州,310027
基金项目:国家“八六三”高技术研究发展计划 (2 0 0 2AA411110 ),国家重点基础研究发展规划项目 (2 0 0 2CB3 12 10 6)
摘    要:提出一种改进的快速分水岭变换算法,可在只增加很小算法复杂度的情况下获得梯度图像的多尺度信息;进而构造了一个新的区域相似性函数,该函数综合考虑了灰度差异、边界强度、融合进度、边界复杂度、纹理信息等多方面因素,并将改进分水岭变换中获得的多尺度信息用作评价边界强度的指标.实验证明,该算法有很好的鲁棒性和适应性.

关 键 词:图像分割  快速分水岭变换  区域融合

An Image Region Merging Algorithm Based on Modified Fast Watershed Transform
Cui Ming,SUN Shou-qian,Pan Yun-he.An Image Region Merging Algorithm Based on Modified Fast Watershed Transform[J].Journal of Computer-Aided Design & Computer Graphics,2005,17(3):546-552.
Authors:Cui Ming  SUN Shou-qian  Pan Yun-he
Abstract:Morphological algorithm of watersheds suggested by Vincent and Soille is widely used as a preprocessing stage in image segmentation. To solve the over-segmentation problem, a region merging procedure is generally needed. In this article we present a hybrid region dissimilarity function to perform the RAG based region merging process. It synthesizes many metrics including intensity difference, edge height, texture information, edge complexity and dynamic weight assignment according to merge phases. We further propose a modified watershed transform method, which is able to generate multi-scale information of the gradient image with little additional overheads compared with the original algorithm. We use this information to evaluate the edge height criteria. Experiments show that the algorithm is very robust and adaptive.
Keywords:image segmentation  fast watersheds transform  region merging
本文献已被 CNKI 维普 万方数据 等数据库收录!
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号