Multimodal Urban Remote Sensing Image Registration Via Roadcross Triangular Feature

被引:6
|
作者
Yu, Kun [1 ]
Zheng, Xiao [2 ]
Fang, Bin [1 ]
An, Pei [1 ]
Huang, Xiao [3 ]
Luo, Wei [3 ]
Ding, Junfeng [1 ]
Wang, Zhao [1 ]
Ma, Jie [1 ]
机构
[1] Huazhong Univ Sci & Technol, Natl Key Lab Sci & Technol Multispectral Informat, Sch Artificial Intelligence & Automat, Wuhan 430074, Peoples R China
[2] Wuhan Inst Marine Elect Prop, Wuhan 430064, Peoples R China
[3] China Ship Dev & Design Ctr, Dev & Design Ctr, Wuhan 430064, Peoples R China
基金
中国国家自然科学基金;
关键词
Feature extraction; Roads; Remote sensing; Data mining; Optical sensors; Optical distortion; Image registration; Image matching; multimodal image registration; road intersection triangular feature; urban remote sensing; EXTRACTION; ALGORITHM; MODEL;
D O I
10.1109/JSTARS.2021.3073573
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Automatic image registration of multimodal urban remote sensing images remains a critical challenging task in remote sensing image analysis due to significant nonlinear radiation distortions between multimodal image pairs; most of the traditional methods focus on the feature point detection and its local description and ignore the robust road information in multimodal urban remote sensing images. Motivated by this, we propose a fast and robust registration method for multimodal urban remote sensing images via road intersection triangular features. The proposed method obtains three main stages: Road lines extraction from images, intersection triangular feature construction, and triangular feature matching. The qualitative and quantitative experimental results show that the proposed method significantly outperforms other state-of-the-art methods, even when others completely fail to achieve the registration task of cross-modal images, our method still maintains good robustness and matching efficiency.
引用
收藏
页码:4441 / 4451
页数:11
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