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 in | Remote sensing letters Vol. 10; no. 7; pp. 669 - 678 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
| Published |
Abingdon
Taylor & Francis
03.07.2019
Taylor & Francis Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2150-704X 2150-7058 2150-7058 |
| DOI | 10.1080/2150704X.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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Shengli surname: Song fullname: Song, Shengli email: ssl_1980@126.com organization: Luoyang Electronic Equipment Test Center – sequence: 2 givenname: Kan surname: Jin fullname: Jin, Kan organization: Department of Electronic Engineering, Tsinghua University – sequence: 3 givenname: Bin surname: Zuo fullname: Zuo, Bin organization: Department of Electronic Engineering, Tsinghua University – sequence: 4 givenname: Jian surname: Yang fullname: Yang, Jian organization: Department of Electronic Engineering, Tsinghua University |
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| Cites_doi | 10.1109/LGRS.2015.2507982 10.1109/JSTARS.2016.2557081 10.1109/TGRS.2013.2281391 10.1109/TGRS.2002.1000333 10.1109/TNNLS.2015.2435783 10.1109/TGRS.2004.842441 10.1561/2400000003 10.1109/LGRS.2009.2025059 10.1023/B:VISI.0000011205.11775.fd 10.1109/TGRS.2013.2238946 10.1109/TGRS.2014.2323552 |
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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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