干旱区生态环境知识资源中心(Arid): 3DCC-MPNN: automated 3D reconstruction of corpus callosum based on modified PNN and marching cubes

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DOI	10.1007/s12530-024-09591-8
	3DCC-MPNN: automated 3D reconstruction of corpus callosum based on modified PNN and marching cubes
	Jlassi, Amal; Elbedoui, Khaoula; Barhoumi, Walid; Maktouf, Chokri
通讯作者	Jlassi, A
来源期刊	EVOLVING SYSTEMS
ISSN	1868-6478
EISSN	1868-6486
出版年	2024
卷号	15 期号:5 页码:1817-1843
英文摘要	The present study addresses the segmentation and the 3D reconstruction of the corpus callosum from MRI scans. Accurate segmentation of the corpus callosum is essential in order to enable its reconstruction and 3D visualization to facilitate early diagnosis. In fact, many studies have established a strong correlation between the shape of the corpus callosum and several pathological conditions. However, the segmentation is made difficult by regions of similar intensity within the MRI images. To overcome this challenge, we propose an automated method that relies mainly on a probabilistic neural network applied to superpixels. The proposed scheme involves segmenting the corpus callosum within the MRI scans, followed by the application of the marching cubes technique in order to generate 3D volumes. The effectiveness of the proposed method has been extensively validated on four challenging datasets (OASIS, ABIDE, MIRIAD, and SBD), and the obtained results demonstrate its superior performance compared to other state-of-the-art methods.
英文关键词	Corpus callosum segmentation MRI scans Probabilistic neural network Superpixels 3D reconstruction Marching cubes
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:001228751300001
WOS关键词	IMAGE SEGMENTATION ; MRI IMAGES ; ALGORITHM
WOS类目	Computer Science, Artificial Intelligence
WOS研究方向	Computer Science
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/403709
推荐引用方式 GB/T 7714	Jlassi, Amal,Elbedoui, Khaoula,Barhoumi, Walid,et al. 3DCC-MPNN: automated 3D reconstruction of corpus callosum based on modified PNN and marching cubes[J],2024,15(5):1817-1843.
APA	Jlassi, Amal,Elbedoui, Khaoula,Barhoumi, Walid,&Maktouf, Chokri.(2024).3DCC-MPNN: automated 3D reconstruction of corpus callosum based on modified PNN and marching cubes.EVOLVING SYSTEMS,15(5),1817-1843.
MLA	Jlassi, Amal,et al."3DCC-MPNN: automated 3D reconstruction of corpus callosum based on modified PNN and marching cubes".EVOLVING SYSTEMS 15.5(2024):1817-1843.