Modified phase correlation algorithm for image registration based on pyramid
文献类型：期刊论文
| 作者 | Y. Li; J. L. Wang and K. N. Yao |
| 刊名 | Alexandria Engineering Journal
 |
| 出版日期 | 2022 |
| 卷号 | 61期号:1页码:709-718 |
| ISSN号 | 1110-0168 |
| DOI | 10.1016/j.aej.2021.05.004 |
| 英文摘要 | Image registration is an important process for applications in various fields, such as remote sensing and medical imaging; thus, its accuracy significantly affects the efficacy as well as efficiency of those applications. Phase correlation algorithm (PCA) and normalized cross correlation-pyramid (NCCP) algorithm are the state-of-the-art frequency domain and spatial domain methods for image registration, respectively. However, these algorithms have some limitations. In particular, the registration speed of PCA needs to be improved, while the NCCP algorithm leads to errors if the image to be registered is partially occluded. Thus, to overcome these limitations, we propose a pyramid PCA that combines both algorithms. To verify the performance of our proposed algorithm, its results are compared with those obtained using the traditional PCA and NCCP algorithm. Our simulation results for partially occluded images indicate that the proposed algorithm outperforms the NCCP algorithm in terms of accuracy; in addition, it outperforms PCA in terms of speed. Furthermore, to test the feasibility of the proposed algorithm for real-time applications, a panoramic target detection system was set up, and the results obtained using the system proved that our method for image registration was both feasible and effective. (C) 2021 THE AUTHORS. Published by Elsevier BV on behalf of Faculty of Engineering, Alexandria University. |
| URL标识 | 查看原文 |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/65429]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 推荐引用方式 GB/T 7714 | Y. Li,J. L. Wang and K. N. Yao. Modified phase correlation algorithm for image registration based on pyramid[J]. Alexandria Engineering Journal,2022,61(1):709-718. |
| APA | Y. Li,&J. L. Wang and K. N. Yao.(2022).Modified phase correlation algorithm for image registration based on pyramid.Alexandria Engineering Journal,61(1),709-718. |
| MLA | Y. Li,et al."Modified phase correlation algorithm for image registration based on pyramid".Alexandria Engineering Journal 61.1(2022):709-718. |
入库方式： OAI收割
浏览0
下载0
收藏0
其他版本
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。