Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Improved SURF algorithm used in image mosaic | |
Dong, Q.; J.-H. Liu and Q.-F. Zhou | |
2017 | |
发表期刊 | Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition) |
卷号 | 47期号:5 |
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. |
收录类别 | ei |
语种 | 中文 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/58885 |
专题 | 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). |
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