Improved SURF algorithm used in image mosaic
Dong, Q.; J.-H. Liu and Q.-F. Zhou
刊名Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition)
2017
卷号47期号:5
英文摘要To overcome the redundant feature descpriptor, high computational complexity, low matching precision when the angle of rotation or view spends greatly in image registration method based on SURF algorithm, an improved SURF algorithm is proposed. First, the feature points are extracted using Hessian matrix. Then, the feature descriptor for each keypoint in the circular neighborhood is constructed using Haar wavelet response; meanwhile, the normalized gray values difference and second-order gradient of this region are computed. Finally, RANSAC algorithm is applied to eliminate false matches. This method not only performs faster than SURF algorithm, but also fully employs the image gray information and details to acquire higher accuracy. Results indicate that the proposed method has strong robustness and stability for blur, illumination difference, angle rotation and viewpoint change. A well-edge mosaic image is obtained without obvious geometric misalignment in the remote sensing image mosaicking process. This method is an effective image registration algorithm with high-speed and precision, and it satisfies the need of registration in the remote sensing image mosaic. 2017, Editorial Board of Jilin University. All right reserved.
语种中文
内容类型期刊论文
源URL[http://ir.ciomp.ac.cn/handle/181722/58885]  
专题长春光学精密机械与物理研究所_中科院长春光机所知识产出
推荐引用方式
GB/T 7714
Dong, Q.,J.-H. Liu and Q.-F. Zhou. Improved SURF algorithm used in image mosaic[J]. Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition),2017,47(5).
APA Dong, Q.,&J.-H. Liu and Q.-F. Zhou.(2017).Improved SURF algorithm used in image mosaic.Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition),47(5).
MLA Dong, Q.,et al."Improved SURF algorithm used in image mosaic".Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition) 47.5(2017).
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace