孔莹莹

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副教授 硕士生导师

招生学科专业:
信息与通信工程 -- 【招收硕士研究生】 -- 电子信息工程学院
电子信息 -- 【招收硕士研究生】 -- 电子信息工程学院

性别:女

毕业院校:南京航空航天大学

学历:南京航空航天大学

学位:工学博士学位

所在单位:电子信息工程学院

办公地点:电子信息工程学院办公楼328

联系方式:邮箱:yayako_zy@nuaa.edu.cn QQ:27829342

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Semi-supervised segmentation of sea ice SAR image using IGLCM-MRF model

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所属单位:电子信息工程学院

发表刊物:Lect. Notes Eng. Comput. Sci.

摘要:To improve the accuracy of SAR sea ice image classification, a new semi-supervised sea ice segmentation is proposed. Different initial label field and feature field of MRF energy function have important impacts on the final segmentation results. The initial label field of energy function is semi-supervised by sea ice recognition result. And the feature field is improved by extracting GLCM feature,The optimal energy function of the MRF model is obtained by simulated annealing method. The weighting parameter of the feature field is taken as a function of the annealing temperature. The influence of feature field on the classification result will auto-adjust to the annealing temperature. Finally, the three classes result of sea ice is accurately and boundaries distinct. Experiments demonstrate that the proposed algorithm is able to successfully segment various SAR sea ice images and achieve improvement over existing published methods including the SA MRF, GMM, and K-means clustering.

ISSN号:2078-0958

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发表时间:2017-01-01

合写作者:Fei, Xuanjia,葛芬,Xing, Shiyu,Leung, Henry

通讯作者:孔莹莹,Fei, Xuanjia,孔莹莹