• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Ma, H.-B. (Ma, H.-B..) | Zhang, P.-C. (Zhang, P.-C..) | Zhang, Q. (Zhang, Q..) | Yang, G.-R. (Yang, G.-R..) | Wang, N. (Wang, N..) | Gui, Z.-G. (Gui, Z.-G..)

收录:

Scopus PKU

摘要:

Scale invariant feature transform (SIFT) is a local feature descriptor that searches from extreme points in spatial scales. Aiming at the speeding up the matching process of the traditional Scale-invariant Feature Transform (SIFT) algorithm, a fast image matching method based on improved SIFT is proposed. It eliminates some invalid feature points by calculating the two-dimensional entropy of feature points. in the feature extraction stage, eliminating the feature points with larger two-dimensional entropy. In the feature point matching stage, a reliable matching pair is found by traversing the difference of two-dimensional entropy between a feature point of the reference image and a feature point of the image to be matched. this will reduce the computation of Euclidean distance in matching process. The experimental results show that the improved algorithm has a capacity to effectively improve the image matching speed on the premise of maintaining stability, and it is 1.6 times as much as the original matching speed. © 2019, The Press of NUC. All right reserved.

关键词:

Euclidean distance; Feature point screening; Image matching; SIFT; Two-dimensional entropy

作者机构:

  • [ 1 ] [Ma, H.-B.]Shanxi Provincial Key Laboratory for Biomedical Imaging and Big Data, North University of China, Taiyuan, 030051, China
  • [ 2 ] [Zhang, P.-C.]Shanxi Provincial Key Laboratory for Biomedical Imaging and Big Data, North University of China, Taiyuan, 030051, China
  • [ 3 ] [Zhang, Q.]Shanxi Provincial Key Laboratory for Biomedical Imaging and Big Data, North University of China, Taiyuan, 030051, China
  • [ 4 ] [Yang, G.-R.]School of Information and Communication Engineering, Beijing University of Technology, Beijing, 100124, China
  • [ 5 ] [Wang, N.]Shanxi Provincial Key Laboratory for Biomedical Imaging and Big Data, North University of China, Taiyuan, 030051, China
  • [ 6 ] [Gui, Z.-G.]Shanxi Provincial Key Laboratory for Biomedical Imaging and Big Data, North University of China, Taiyuan, 030051, China

通讯作者信息:

电子邮件地址:

查看成果更多字段

相关关键词:

相关文章:

来源 :

Journal of North University of China (Natural Science Edition)

ISSN: 1673-3193

年份: 2019

期: 1

卷: 40

页码: 63-69

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 7

归属院系:

在线人数/总访问数:1057/3899484
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司