Change Detection in SAR Images Using Multiobjective Optimization and Ensemble Strategy

Liu Ruochen; Wang Ruinan; Huang Junjun; Li Jianxia; Jiao Licheng

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Change Detection in SAR Images Using Multiobjective Optimization and Ensemble Strategy

机译：使用多目标优化和集合策略在SAR图像中改变检测

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This letter puts forward a new algorithm, ensemble strategy multiobjective fuzzy clustering method (ESMOFCM). To fully combine the gray information and spatial information of neighbor pixels, a new dividing fluctuant parameter is proposed for producing a difference image. Then, we use a frame based on multiobjective fuzzy clustering to alleviate the contradiction between removing noise and preserving details in images. Ensemble strategy is adopted to integrate all Pareto optimal solutions. The experimental results show that the proposed algorithm is superior to comparison algorithms.

机译：这封信提出了一种新的算法，集合策略多目标模糊聚类方法（ESMOFCM）。为了完全组合邻居像素的灰色信息和空间信息，提出了一种用于产生差异图像的新分割波动参数。然后，我们使用基于多目标模糊群集的帧来缓解去除噪声和保留图像中的细节之间的矛盾。采用集合策略整合所有帕累托最优解决方案。实验结果表明，所提出的算法优于比较算法。

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《IEEE Geoscience and Remote Sensing Letters》 |2021年第9期|1585-1589|共5页
作者
Liu Ruochen; Wang Ruinan; Huang Junjun; Li Jianxia; Jiao Licheng;
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作者单位

Xidian Univ Key Lab Intelligent Percept & Image Understanding Minist Educ Xian 710071 Peoples R China;

Xidian Univ Key Lab Intelligent Percept & Image Understanding Minist Educ Xian 710071 Peoples R China;

Xidian Univ Key Lab Intelligent Percept & Image Understanding Minist Educ Xian 710071 Peoples R China;

Xidian Univ Key Lab Intelligent Percept & Image Understanding Minist Educ Xian 710071 Peoples R China;

Xidian Univ Key Lab Intelligent Percept & Image Understanding Minist Educ Xian 710071 Peoples R China;

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正文语种 eng
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关键词
Change detection algorithms; Microsoft Windows; Clustering algorithms; Radar polarimetry; Pareto optimization; Speckle; Clustering; ensemble strategy; evolutionary multiobjective; image change detection;

机译：更改检测算法;Microsoft Windows;聚类算法;雷达偏振物;帕累托优化;斑点;聚类;集群;集群;集群;综合战略;进化的多目标;图像变化检测;

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专利

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机译：基于集成学习进化多目标优化的合成孔径雷达图像变化检测
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机译：SAR图像变化检测的多目标模糊聚类方法
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机译：基于多目标成本函数优化的无差异图像计算的变化检测
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机译：基于进化多目标优化和超棒分割的SAR图像中的改变检测
8. Spatial and Multi-Temporal Visual Change Detection with Application to SAR Image Analysis. [D] . Xu, Qian. 2014

机译：空间和多时相视觉变化检测及其在SAR图像分析中的应用。
9. Fast SAR Image Change Detection Using Bayesian Approach Based Difference Image and Modified Statistical Region Merging [O] . Han Zhang, Weiping Ni, Weidong Yan, -1

机译：基于贝叶斯方法的差分图像和改进的统计区域合并的快速SAR图像变化检测
10. MODERATED EPOSTERS1385Longitudinal strain assessment in dilated cardiomyopathy patients using a novel accelerated DENSE sequence1407Simultaneous T1 and T2 cardiac quantification with CABIRIA: initial clinical experience1423Head-to-head comparison of acceleration algorithms in 4-dimensional flow CMR1502Left ventricular function and size evaluated by hybrid cardiac positron emission tomography-magnetic resonance: Intraindividual comparison of left ventricular ejection fraction and ventricular volumes derived by two modalities1510Left Atrium assessed by Cardiovascular Magnetic Resonance at 1.5 and 3 Tesla – age and gender effects1514Comparison of Free Breathing Cardiac MRI Radial technique to the Standard Multi breath-hold cine SSFP CMR technique for the assessment of LV Volumes and Function1536Self-navigated free-breathing isotropic 3D whole heart phase sensitive inversion recovery magnetic resonance without navigator for detection of myocardial infarction1547Assessment of Right Ventricular Strain Using Myocardial Deformation Recovery Semi Automated Technique: Initial Experience and Normal Values1586Tissue tracking myocardial deformation analysis and prediction of left ventricular remodeling in acute myocardial infarction1589Investigating strategies for optimal 31P MRS clinical cardiac at 3T: Initial Results1620Quantitative Criteria for the Diagnosis of the Congenital Absence of Pericardium by Cardiac Magnetic Resonance1632Widespread tissue injury during acute myocardial infarction: evidence from advanced CMR relaxometry1322Computed tomography coronary angiography verSus sTRess cArdiac magneTic rEsonance for the manaGement of sYmptomatic revascularized patients: a cost effectiveness study (STRATEGY study)1339Comparison of low- versus high-dose of gadobutrol for late gadolinium enhancement imaging at 1.5 Tesla: a clinical feasibility study1347Multi-parametric Cardiac Magnetic Resonance for Prediction of Cardiac Complications in Thalassemia Intermedia: a Prospective Multicenter Study1461Prognostic value of Cardiovascular Magnetic Resonance derived indexes of myocardial fibrosis in heart transplant recipients1523The role of CMR in the acute phase of hospitalization: changing paradigms1542Preoperative CMR-based score predict ventricular response after surgical left ventricular reconstruction in ischemic heart failure patients1555Excellent response rate to cardiac resynchronization therapy guided with magnetic resonance imaging1626The ECG as a predictor of arrhythmogenic substrate on Cardiac Magnetic Resonance Imaging in patients undergoing ablation for premature ventricular contractions1649Comparison of T1-mapping at 3.0T CMR and angiographic APPROACH score for area at risk assessment in ST-segment elevation myocardial infarction1340Pathological correlates of left bundle branch disease in patients with non-ischemic cardiomyopathy: a cardiovascular magnetic resonance study1342Myocardial remodelling and fibrosis in nonischaemic dilated cardiomyopathy: insights from cardiovascular magnetic resonance1411The association between fibrosis and contractile dysfunction in hypertrophic cardiomyopathy assessed by cardiovascular magnetic resonance1622Persistent myocardial inflammation due to intramyocardial haemorrhage in reperfused STEMI as a precursor to adverse LV remodelling - insights from multi-parametric mapping1566Semiquantitative analysis of low and high b value DWI for detecting myocardial edema in acute myocarditis1567Value of Cardiac MRI In Detecting Coronary Artery Disease In Newly Diagnosed Systolic Dysfunction1570Usefulness of cardiac magnetic resonance in tuberous sclerosis complex1578Papillary muscles offer further insight into hypertrophied hearts: a cardiovascular magnetic resonance study1627Diagnostic and clinical implications of CMR timing (early versus late) in patients with troponin positive acute coronary syndromes and unobstructed coronary arteries: Table 1. [O] . Upasana Tayal, Alexandros Kallifatidis, P. Garg, 2016

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11. Image Change Detection via Ensemble Learning. [R] . Martin, B. W., Vatsavai, R. R. 2013

机译：通过集成学习进行图像变化检测。

Change Detection in SAR Images Using Multiobjective Optimization and Ensemble Strategy

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