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Ochotona curzoniae image segmentation based on the improved LBF model
Zhang, Aihua1; Hu, Shiya1; Chen, Haiyan1,2
刊名Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition)
2016-02-23
卷号44期号:2页码:75-80
关键词Curve fitting Image segmentation Iterative methods Active contours Background suppression Image gradients Intensity inhomogeneity Level Set Ochotona curzoniae Process of evolution Segmentation accuracy
ISSN号16714512
DOI10.13245/j.hust.160216
英文摘要Ochotona curzoniae images possess the characteristics of complex background, low contrast, intensity inhomogeneity and much noise. The improved local binary fitting (LBF) model combined with image gradient information was proposed. As the local binary fitting model has a problem of falling into local minimums easily during the process of evolution, the improved model could avoid falling into the local optimum by bringing in the global image gradient information and creating new energy function. The global gradient energy can lead the active contour curve to the boundaries of target quickly, so it can reduce iteration numbers of the algorithm and improve the segmentation accuracy. The experimental results show that the proposed method can not only improve segmentation accuracy and reduce iteration numbers but also has a positive effect on background suppression and contour location. © 2016, Editorial Board of Journal of Huazhong University of Science and Technology. All right reserved.
语种中文
出版者Huazhong University of Science and Technology
内容类型期刊论文
源URL[http://ir.lut.edu.cn/handle/2XXMBERH/112524]  
专题电气工程与信息工程学院
计算机与通信学院
作者单位1.Department of Information and Engineering, Lanzhou University of Technology, Lanzhou; 730050, China;
2.Department of Computer and Communication, Lanzhou University of Technology, Lanzhou; 730050, China
推荐引用方式
GB/T 7714
Zhang, Aihua,Hu, Shiya,Chen, Haiyan. Ochotona curzoniae image segmentation based on the improved LBF model[J]. Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition),2016,44(2):75-80.
APA Zhang, Aihua,Hu, Shiya,&Chen, Haiyan.(2016).Ochotona curzoniae image segmentation based on the improved LBF model.Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition),44(2),75-80.
MLA Zhang, Aihua,et al."Ochotona curzoniae image segmentation based on the improved LBF model".Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition) 44.2(2016):75-80.
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