Changchun Institute of Optics,Fine Mechanics and Physics,CAS
An infrared-visible image registration method based on the constrained point feature | |
Q. Li; G. Han; P. Liu; H. Yang; H. Luo and J. Wu | |
2021 | |
发表期刊 | Sensors (Switzerland) |
ISSN | 14248220 |
卷号 | 21期号:4页码:1-17 |
摘要 | It is difficult to find correct correspondences for infrared and visible image registration because of different imaging principles. Traditional registration methods based on the point feature require designing the complicated feature descriptor and eliminate mismatched points, which results in unsatisfactory precision and much calculation time. To tackle these problems, this paper presents an artful method based on constrained point features to align infrared and visible images. The proposed method principally contains three steps. First, constrained point features are ex-tracted by employing an object detection algorithm, which avoids constructing the complex feature descriptor and introduces the senior semantic information to improve the registration accuracy. Then, the left value rule (LV-rule) is designed to match constrained points strictly without the de-letion of mismatched and redundant points. Finally, the affine transformation matrix is calculated according to matched point pairs. Moreover, this paper presents an evaluation method to automatically estimate registration accuracy. The proposed method is tested on a public dataset. Among all tested infrared-visible image pairs, registration results demonstrate that the proposed framework outperforms five state-of-the-art registration algorithms in terms of accuracy, speed, and robustness. 2021 by the authors. Licensee MDPI, Basel, Switzerland. |
DOI | 10.3390/s21041188 |
URL | 查看原文 |
收录类别 | SCI ; EI |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/65346 |
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 | Q. Li,G. Han,P. Liu,et al. An infrared-visible image registration method based on the constrained point feature[J]. Sensors (Switzerland),2021,21(4):1-17. |
APA | Q. Li,G. Han,P. Liu,H. Yang,&H. Luo and J. Wu.(2021).An infrared-visible image registration method based on the constrained point feature.Sensors (Switzerland),21(4),1-17. |
MLA | Q. Li,et al."An infrared-visible image registration method based on the constrained point feature".Sensors (Switzerland) 21.4(2021):1-17. |
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An infrared-visible (4607KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 请求全文 |
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