中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
首页 机构 成果 学者
  
  1. CAS IR Grid
  2. 长春光学精密机械与物理研究所
  3. 中国科学院长春光学精密机械与物理研究所
An Instance Segmentation Based Framework for Large-Sized High-Resolution Remote Sensing Images Registration

文献类型：期刊论文

作者J. Y. Lu; H. G. Jia; T. Li; Z. Q. Li; J. Y. Ma and R. F. Zhu
刊名Remote Sensing
出版日期2021
卷号13期号:9页码:21
DOI10.3390/rs13091657
英文摘要Feature-based remote sensing image registration methods have achieved great accomplishments. However, they have faced some limitations of applicability, automation, accuracy, efficiency, and robustness for large high-resolution remote sensing image registration. To address the above issues, we propose a novel instance segmentation based registration framework specifically for large-sized high-resolution remote sensing images. First, we design an instance segmentation model based on a convolutional neural network (CNN), which can efficiently extract fine-grained instances as the deep features for local area matching. Then, a feature-based method combined with the instance segmentation results is adopted to acquire more accurate local feature matching. Finally, multi-constraints based on the instance segmentation results are introduced to work on the outlier removal. In the experiments of high-resolution remote sensing image registration, the proposal effectively copes with the circumstance of the sensed image with poor positioning accuracy. In addition, the method achieves superior accuracy and competitive robustness compared with state-of-the-art feature-based methods, while being rather efficient.
URL标识查看原文
源URL[http://ir.ciomp.ac.cn/handle/181722/65349]  
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		 J. Y. Lu,H. G. Jia,T. Li,et al. An Instance Segmentation Based Framework for Large-Sized High-Resolution Remote Sensing Images Registration[J]. Remote Sensing,2021,13(9):21.
APA J. Y. Lu,H. G. Jia,T. Li,Z. Q. Li,&J. Y. Ma and R. F. Zhu.(2021).An Instance Segmentation Based Framework for Large-Sized High-Resolution Remote Sensing Images Registration.Remote Sensing,13(9),21.
MLA J. Y. Lu,et al."An Instance Segmentation Based Framework for Large-Sized High-Resolution Remote Sensing Images Registration".Remote Sensing 13.9(2021):21.

入库方式： OAI收割

来源：长春光学精密机械与物理研究所

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。