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Nonrigid Registration of 3-D Multichannel Microscopy Images of Cell Nuclei

机译:细胞核的3-D多通道显微图像的非刚性配准

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摘要

We present an intensity-based nonrigid registration approach for the normalization of 3-D multichannel microscopy images of cell nuclei. A main problem with cell nuclei images is that the intensity structure of different nuclei differs very much; thus, an intensity-based registration scheme cannot be used directly. Instead, we first perform a segmentation of the images from the cell nucleus channel, smooth the resulting images by a Gaussian filter, and then apply an intensity-based registration algorithm. The obtained transformation is applied to the images from the nucleus channel as well as to the images from the other channels. To improve the convergence rate of the algorithm, we propose an adaptive step length optimization scheme and also employ a multiresolution scheme. Our approach has been successfully applied using 2-D cell-like synthetic images, 3-D phantom images as well as 3-D multichannel microscopy images representing different chromosome territories and gene regions. We also describe an extension of our approach, which is applied for the registration of (4-D) image series of moving cell nuclei.
机译:我们提出了一种基于强度的非刚性配准方法,用于细胞核的3-D多通道显微镜图像的标准化。细胞核图像的主要问题是不同细胞核的强度结构差异很大。因此,基于强度的配准方案不能直接使用。相反,我们首先对来自细胞核通道的图像进行分割,通过高斯滤波器对所得图像进行平滑处理,然后应用基于强度的配准算法。所获得的变换将应用于来自核通道的图像以及来自其他通道的图像。为了提高算法的收敛速度,我们提出了一种自适应步长优化方案,并采用了多分辨率方案。我们的方法已经成功地使用了2-D细胞样合成图像,3-D幻像图像以及代表不同染色体领地和基因区域的3-D多通道显微图像。我们还描述了我们方法的扩展,该方法适用于移动细胞核的(4-D)图像序列的配准。

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