The Research and Improvement of Image Mosaicing Algorithmand Its Application in Frescos

被引:0
|
作者
Sen, Liu [1 ]
机构
[1] Guangdong Power Grid Corp, Elect Power Res Inst, Guangzhou 510080, Guangdong, Peoples R China
来源
2014 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION (ICICTA) | 2014年
关键词
Digital image processing; Image Mosaicing; SIFT;
D O I
10.1109/ICICTA.2014.197
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this thesis, four typical algorithms for image feature extration are studied first, by analyzing their advantages and disadvantages and according to the the actual needs of the project, SIFT algorithm is selected to be the foundation of the research. By analyzing the disadvantages of SIFT and its relational improved model, based on the two way guiding and matching strategy, have proposed a new matching strategy with RANSAC and LM, with the fliter of feature match points and the search of inliers, has solved the problems of big match error and low accuracy in the original SIFT algorithm. According to the sub-tests for improved algorithm in every period of image mosaic, the results show that the improved algorithm is better than the original one. In addition, the universality of improved algorithm has been tested, the result shows that the improved algorithm can meet the needs of various types of image mosaic, the universality of the algorithm is strong.
引用
收藏
页码:818 / 821
页数:4
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