4.4 Article

A novel change detection method combined with registration for SAR images

Journal

REMOTE SENSING LETTERS
Volume 10, Issue 7, Pages 669-678

Publisher

TAYLOR & FRANCIS LTD
DOI: 10.1080/2150704X.2019.1594430

Keywords

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Funding

  1. National Key R&D Program of China [2017YFB0502700]
  2. National Natural Science Foundation of China [61490693, 61771043]
  3. CAST fund of the 5th Research Academy of CASC

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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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