中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Geometric active contour based approach for segmentation of high-resolution spaceborne SAR images

文献类型:期刊论文

作者Zhang, Shaoming1; He, Fang1; Zhang, Yunling1; Wang, Jianmei1; Mei, Xiao1; Feng, Tiantian1
刊名JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS
出版日期2015
卷号26期号:1
关键词image segmentation synthetic aperture radar (SAR) imagery support vector machine (SVM) geometric active contour (GAC)
通讯作者Zhang, YL (reprint author), Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R China.
英文摘要Segmentation is the key step in auto-interpretation of high-resolution spaceborne synthetic aperture radar (SAR) images. A novel method is proposed based on integrating the geometric active contour (GAC) and the support vector machine (SVM) models. First, the images are segmented by using SVM and textural statistics. A likelihood measurement for every pixel is derived by using the initial segmentation. The Chan-Vese model then is modified by adding two items: the likelihood and the distance between the initial segmentation and the evolving contour. Experimental results using real SAR images demonstrate the good performance of the proposed method compared to several classic GAC models.
研究领域[WOS]Automation & Control Systems ; Engineering, Electrical & Electronic ; Operations Research & Management Science
收录类别SCI
语种英语
WOS记录号WOS:000351027100010
源URL[http://ir.ceode.ac.cn/handle/183411/38489]  
专题遥感与数字地球研究所_SCI/EI期刊论文_期刊论文
作者单位1.[Zhang, Shaoming
2.He, Fang
3.Wang, Jianmei
4.Mei, Xiao
5.Feng, Tiantian] Tongji Univ, Coll Surveying Mapping & Geoinformat, Shanghai 200092, Peoples R China
6.[Zhang, Yunling] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R China
推荐引用方式
GB/T 7714
Zhang, Shaoming,He, Fang,Zhang, Yunling,et al. Geometric active contour based approach for segmentation of high-resolution spaceborne SAR images[J]. JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS,2015,26(1).
APA Zhang, Shaoming,He, Fang,Zhang, Yunling,Wang, Jianmei,Mei, Xiao,&Feng, Tiantian.(2015).Geometric active contour based approach for segmentation of high-resolution spaceborne SAR images.JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS,26(1).
MLA Zhang, Shaoming,et al."Geometric active contour based approach for segmentation of high-resolution spaceborne SAR images".JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS 26.1(2015).

入库方式: OAI收割

来源:遥感与数字地球研究所

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