Fast Image Stitching Based on Improved SURF

被引:0
作者
Cai, Chengtao [1 ]
Wang, Pengfei [1 ]
Liang, Yan-hua [2 ]
机构
[1] Harbin Engn Univ, Coll Automat, Harbin 150001, Peoples R China
[2] Heilongjiang Univ Sci & Technol, Coll Elect & Control Engn, Harbin 150022, Peoples R China
来源
2016 IEEE 20TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD) | 2016年
关键词
SVM; SURF; image stitching; cylinder projection;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents an improved method based on Speed up Robust Features (SURF) algorithm to achieve fast image stitching. As the variability of scenes lead to instability of features, expecting to obtain accurate number of features is pretty difficult and time-consuming. support vector machine (SVM) applied in this paper to predict primary threshold of determinant of Hessian matrix can conspicuously reduce detected feature points and simplify the process of features matching. This paper also combines an optimized method of image preprocessing-cylindrical projection and image interpolation to weigh the final quality of stitching image and stitching time. Several experiments are conducted to verify the performance of improved SURF.
引用
收藏
页码:411 / 416
页数:6
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