A novel change detection method combined with registration for SAR images

In this letter, we propose a novel change detection method combined with image registration. Inspired by the mutual beneficial property of change detection and image registration, we model these two tasks into a unified process and represent this process as an optimization problem. Then, we use the...

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Published inRemote sensing letters Vol. 10; no. 7; pp. 669 - 678
Main Authors Song, Shengli, Jin, Kan, Zuo, Bin, Yang, Jian
Format Journal Article
LanguageEnglish
Published Abingdon Taylor & Francis 03.07.2019
Taylor & Francis Ltd
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ISSN2150-704X
2150-7058
2150-7058
DOI10.1080/2150704X.2019.1594430

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Abstract In this letter, we propose a novel change detection method combined with image registration. Inspired by the mutual beneficial property of change detection and image registration, we model these two tasks into a unified process and represent this process as an optimization problem. Then, we use the alternating direction method (ADM) algorithm with proper initialization to solve the optimization problem. Finally, we use spatial information to refine the changed component obtained by the ADM algorithm. Experimental results accomplished over synthetic data and RADARSAT-2 synthetic aperture radar (SAR) images demonstrate that the proposed method can improve both the accuracy of image registration and change detection.
AbstractList In this letter, we propose a novel change detection method combined with image registration. Inspired by the mutual beneficial property of change detection and image registration, we model these two tasks into a unified process and represent this process as an optimization problem. Then, we use the alternating direction method (ADM) algorithm with proper initialization to solve the optimization problem. Finally, we use spatial information to refine the changed component obtained by the ADM algorithm. Experimental results accomplished over synthetic data and RADARSAT-2 synthetic aperture radar (SAR) images demonstrate that the proposed method can improve both the accuracy of image registration and change detection.
Author Jin, Kan
Yang, Jian
Song, Shengli
Zuo, Bin
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crossref_primary_10_3390_rs14133012
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10.1561/2400000003
10.1109/LGRS.2009.2025059
10.1023/B:VISI.0000011205.11775.fd
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Snippet In this letter, we propose a novel change detection method combined with image registration. Inspired by the mutual beneficial property of change detection and...
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SubjectTerms Algorithms
Change detection
Detection
image analysis
Image detection
Image registration
Methods
Optimization
Radar imaging
Radarsat
Registration
remote sensing
SAR (radar)
Spatial data
Synthetic aperture radar
system optimization
Title A novel change detection method combined with registration for SAR images
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