| 注册
首页|期刊导航|电子科技大学学报|基于MRF的SMT焊点区域分割的研究

基于MRF的SMT焊点区域分割的研究

宋强 茹蓓 刘凌霞

电子科技大学学报2016,Vol.45Issue(5):819-823,859,6.
电子科技大学学报2016,Vol.45Issue(5):819-823,859,6.DOI:10.3969/j.issn.1001-0548.2016.05.019

基于MRF的SMT焊点区域分割的研究

Research on SMT Solder Segmentation Based on MRF Frame

宋强 1茹蓓 2刘凌霞3

作者信息

  • 1. 武汉理工大学信息工程学院 武汉 430070
  • 2. 新乡学院计算机科学与信息工程学院 河南 新乡 453000
  • 3. 安阳师范学院软件学院 河南 安阳 455000
  • 折叠

摘要

Abstract

Based on Markov random field (MRF) image segmentation frame, this paper presents a better partitioning algorithm for surface mount technology (SMT) solder segmentation which is the simulated annealing algorithm based on Gibbs sampling, and discusses the main factors which affect the segmentation effect. Finally this algorithm is compared with the traditional Gibbs algorithm and simulated annealing algorithm. It is shown from the experiment that the proposed algorithm only needs a few artificial interactions to reduce the sample dimensions and decrease the optimization and convergence time, and it has the fastest convergence speed to obtain the global optimization, with high segmentation success rate and accurate result. The segmentation result provides the guarantee for the further quality analysis of solder joints.

关键词

Gibbs采样/图像分割/马尔可夫随机场/模拟退火/SMT焊点

Key words

Gibbs sampling/image segmentation/MRF/simulated annealing/SMT solder

分类

信息技术与安全科学

引用本文复制引用

宋强,茹蓓,刘凌霞..基于MRF的SMT焊点区域分割的研究[J].电子科技大学学报,2016,45(5):819-823,859,6.

基金项目

河南省科技攻关项目(142102210231) (142102210231)

电子科技大学学报

OA北大核心CSCDCSTPCD

1001-0548

访问量0
|
下载量0
段落导航相关论文