Title :
Robust SAR Image Registration Based on Edge Matching and Refined Coherent Point Drift
Author :
Han Zhang ; Weiping Ni ; Weidong Yan ; Junzheng Wu ; Sha Li
Author_Institution :
Northwest Inst. of Nucl. Technol., Xi´an, China
Abstract :
This letter presents an effective approach for synthetic aperture radar (SAR) image registration. Corresponding edge features are extracted by exploring the local spatial relationship around corresponding speeded-up robust feature points. Only edge pairs that are matched in the aspect of distance and orientation to the center feature points are taken as effective edge features. For edge-point set matching, we introduce the coherent point drift (CPD) registration method. CPD is able to maintain the global topological structure of edges and is robust to outliers. We refine the original CPD by taking our confidence on edge points as prior information. A new objective function is deduced, resulting in a better registration performance. Experimental results show that the proposed method performs well in terms of registration robustness and accuracy.
Keywords :
edge detection; feature extraction; image registration; remote sensing by radar; synthetic aperture radar; SAR image registration; coherent point drift registration method; edge feature extraction; edge global topological structure; edge-point set matching; image registration performance; refined coherent point drift; speeded-up robust feature point; synthetic aperture radar image registration; Accuracy; Feature extraction; Image edge detection; Image registration; Robustness; Synthetic aperture radar; Transforms; Coherent point drift (CPD); edge matching; speeded-up robust feature (SURF); synthetic aperture radar (SAR) image registration;
Journal_Title :
Geoscience and Remote Sensing Letters, IEEE
DOI :
10.1109/LGRS.2015.2451396