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基于无监督学习的医学图像分割算法
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作者 何斌 臧义华 梁佳 《自动化技术与应用》 2022年第6期82-85,共4页
图像分割是研究大脑结构和功能的基础。本文基于无监督机器学习提出一种面向猕猴脑图像的自动化分割算法。基于非线性最小二乘法构建主成分流程框架,确定图像分割聚类数,通过谱聚类算法得到感兴趣区域的分割结果,使用克莱姆相关系数和... 图像分割是研究大脑结构和功能的基础。本文基于无监督机器学习提出一种面向猕猴脑图像的自动化分割算法。基于非线性最小二乘法构建主成分流程框架,确定图像分割聚类数,通过谱聚类算法得到感兴趣区域的分割结果,使用克莱姆相关系数和拓扑相似性指标交叉对比验证结果。实验结果表明,本文算法可靠性较好,能够自动、高效、快速的实现脑图像分割,具有广阔的优势和应用前景。 展开更多
关键词 图像分割算法 主成分分析 谱聚类 核磁共振图像处理
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RIGHT INFERIOR FRONTAL GYRUS PROCESSING OF VISUAL EROTIC INFORMATION BASED ON fMRI 被引量:3
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作者 朱询 高嵩 胡佩诚 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2010年第1期112-118,共7页
Visually-induced erotic arousal evoked by pornographic visual stimuli, such as films or photographs, is a common occurrence in human behavior. The brain activation associated with visual erotic stimuli in heterosexua... Visually-induced erotic arousal evoked by pornographic visual stimuli, such as films or photographs, is a common occurrence in human behavior. The brain activation associated with visual erotic stimuli in heterosexual right handed females is studied. Functional magnetic resonance imaging is used to investigate 15 female partici- panterotic arousal induced by visual stimuli in film and picture forms, respectively, performing three or more times during their menstrual cycle on a 3.0T magnetic resonance imaging scanner. There is activation of a set of bilateral brain areas, including the inferior lateral occipital cortex, the anterior supramarginal gyrus, the parietal operculum cortex, the superior parietal lobules, the right inferior frontal gyrus, the cerebellum, the hypothalamus, the thalamus, the hippocampus, and the mid-brain. From different regions, the brain activation is observed and the inferior frontal gyrus has found to be task-independent. Furthermore, the right inferior frontal gyrus has more activation than the left inferior frontal gyrus. The result shows that the right inferior frontal gyrus plays an important role in pornographic information processing rather than being activated stimuli property specific. It is presented for the first time that the functional laterization of the inferior frontal gyrus is bi-directional rather than single (left) directional. 展开更多
关键词 image processing magnetic resonance imaging (MRI) visual erotic stimuli right dominance
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Wavelet-Based Diffusion Approach for DTI Image Restoration
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作者 ZHANG Xiang-fen CHEN Wu-fan +1 位作者 TIAN Wei-feng YE Hong 《Chinese Journal of Biomedical Engineering(English Edition)》 2008年第1期26-33,共8页
The Rician noise introduced into the diffusion tensor images (DTIs) can bring serious impacts on tensor calculation and fiber tracking. To decrease the effects of the Rician noise, we propose to consider the wavelet... The Rician noise introduced into the diffusion tensor images (DTIs) can bring serious impacts on tensor calculation and fiber tracking. To decrease the effects of the Rician noise, we propose to consider the wavelet-based diffusion method to denoise multiehannel typed diffusion weighted (DW) images. The presented smoothing strategy, which utilizes anisotropic nonlinear diffusion in wavelet domain, successfully removes noise while preserving both texture and edges. To evaluate quantitatively the efficiency of the presented method in accounting for the Rician noise introduced into the DW images, the peak-to-peak signal-to-noise ratio (PSNR) and signal-to-mean squared error ratio (SMSE) metrics are adopted. Based on the synthetic and real data, we calculated the ap- parent diffusion coefficient (ADC) and tracked the fibers. We made comparisons between the presented model, the wave shrinkage and regularized nonlinear diffusion smoothing method. All the experiment results prove quantitatively and visually the better performance of the presented filter. 展开更多
关键词 diffusion tensor imaging RESTORATION WAVELET nonlinear diffusion
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