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Reconstruction of the Human Brain from MRI-T1 Using 3-D Morphology and Snake

机译:使用3-D形态和蛇从MRI-T1重建人脑

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Accurate reconstruction of the human brain in MRI-T1 images is valuable and important to clinical needs. In this paper, the morphology and snake techniques are proposed to reconstruct a human brain model. First step in our method is to preprocess the volumetric image to remove skull, muscle, fat, and other non-brain tissue. We use a method of 3-d region growing. It has the advantage over thresholding that the resulting objects will be spatially connected, since brain has the connected property. Second, we use clustering method, and than use them to produce an initial estimate of the cortical surface. Third, we propose a novel active contour algorithm to move the snake toward the cortex. Thus we can use the snake to segment the brain. We use a wavelet method to model the external force that significantly increases the capture range of a traditional snake. Afterwards, we render the volumetric image to display the brain from multiple views. Both simulated data and patient data have been use to test the proposed techniques. The proposed method combines various techniques of 3-D morphology, clustering, active contour, wavelet, and volume rendering to accurately, robustly, and automatically reconstruct brain from MRI-T1 images.
机译:MRI-T1图像中人脑的准确重建是有价值的,对临床需求很重要。本文提出了形态和蛇技术来重建人脑模型。我们方法的第一步是预处理体积图像以去除颅骨,肌肉,脂肪和其他非脑组织。我们使用三维地区生长的方法。由于大脑具有连接的属性,因此它具有超过阈值的优点。其次,我们使用聚类方法,而不是使用它们来产生皮质表面的初始估计。第三,我们提出了一种新的主​​动轮廓算法,将蛇朝向皮质移动。因此,我们可以用蛇分割大脑。我们使用小波法来模拟外力,从而显着增加传统蛇的捕获范围。之后,我们渲染体积图像以从多个视图显示大脑。两者都是用来测试所提出的技术的模拟数据和患者数据。该提出的方法将三维形态,聚类,活动轮廓,小波和体积呈现的各种技术与MRI-T1图像中的准确,鲁棒性和自动重建大脑。

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