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Medical Image Segmentation using PCNN based on Multi-feature Grey Wolf Optimizer Bionic Algorithm

摘要Medical image segmentation is a challenging task especially in multimodality medical image analysis.In this paper,an improved pulse coupled neural network based on multiple hybrid features grey wolf optimizer(MFGWO-PCNN)is proposed for multimodality medical image segmentation.Specifically,a two-stage medical image segmentation method based on bionic algorithm is presented,including image fusion and image segmentation.The image fusion stage fuses rich information from different modalities by utilizing a multimodality medical image fusion model based on maximum energy region.In the stage of image segmentation,an improved PCNN model based on MFGWO is proposed,which can adaptively set the parameters of PCNN according to the features of the image.Two modalities of FLAIR and T1C brain MRIs are applied to verify the effectiveness of the proposed MFGWO-PCNN algorithm.The expe-rimental results demonstrate that the proposed method outperforms the other seven algorithms in subjective vision and objective evalua-tion indicators.

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作者 Xue Wang [1] Zhanshan Li [1] Heng Kang [2] Yongping Huang [1] Di Gai [1] 学术成果认领
作者单位 College of Computer Science and Technology,Jilin University,Changchun 130012,China;Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education,Jilin University,Changchun 130012,China [1] ZICT Technology Co.,Ltd.,Shenzhen 518063,China [2]
DOI 10.1007/s42235-021-0049-4
发布时间 2021-07-13(万方平台首次上网日期,不代表论文的发表时间)
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仿生工程学报(英文版)

仿生工程学报(英文版)

2021年18卷3期

711-720页

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