Tensor classification of N-point correlation function features for histology tissue segmentation.

Mosaliganti K; Janoos F; Irfanoglu O

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Tensor classification of N-point correlation function features for histology tissue segmentation.

机译：用于组织学组织分割的N点相关函数特征的张量分类。

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In this paper, we utilize the N-point correlation functions (N-pcfs) to construct an appropriate feature space for achieving tissue segmentation in histology-stained microscopic images. The N-pcfs estimate microstructural constituent packing densities and their spatial distribution in a tissue sample. We represent the multi-phase properties estimated by the N-pcfs in a tensor structure. Using a variant of higher-order singular value decomposition (HOSVD) algorithm, we realize a robust classifier that provides a multi-linear description of the tensor feature space. Validated results of the segmentation are presented in a case-study that focuses on understanding the genetic phenotyping differences in mouse placentae.

机译：在本文中，我们利用N点相关函数（N-pcfs）来构建适当的特征空间，以在组织学染色的显微图像中实现组织分割。 N-pcfs估计组织样本中的微结构成分堆积密度及其空间分布。我们在张量结构中表示由N-pcfs估计的多相属性。使用高阶奇异值分解（HOSVD）算法的变体，我们实现了一种鲁棒的分类器，该分类器提供了张量特征空间的多线性描述。在个案研究中介绍了分割的验证结果，该研究重点在于了解小鼠胎盘的遗传表型差异。

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《Medical image analysis》 |2009年第1期|共11页
作者
Mosaliganti K; Janoos F; Irfanoglu O;
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正文语种 eng
中图分类诊断学;
关键词
Algorithms; Animals; Female; Image Enhancement; Image Interpretation; Computer-Assisted; Mice; Microscopy; Pattern Recognition; Automated; Placenta; Pregnancy; Pregnancy; Animal; Reproducibility of Results; Sensitivity and Specificity;

机译：算法;动物;女性;图像增强;图像解释;计算机辅助;小鼠;显微镜;模式识别;自动;胎盘;怀孕;怀孕;动物;结果可重复性;敏感性和特异性;

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1. Tensor classification of N-point correlation function features for histology tissue segmentation. [J] . Mosaliganti K, Janoos F, Irfanoglu O Medical image analysis . 2009,第1期

机译：用于组织学组织分割的N点相关函数特征的张量分类。
2. Diffusion tensor microscopy in human nervous tissue with quantitative correlation based on direct histological comparison. [J] . Hansen B, Flint JJ, Heon Lee C, NeuroImage . 2011,第4期

机译：基于直接组织学比较的定量相关性在人神经组织中的扩散张量显微镜。
3. Cellular-level diffusion tensor microscopy and fiber tracking in mammalian nervous tissue with direct histological correlation. [J] . Flint JJ, Hansen B, Fey M, NeuroImage . 2010,第2期

机译：具有直接组织学相关性的哺乳动物神经组织中的细胞水平扩散张量显微镜和纤维追踪。
4. Image features of spectral correlation function for arrhythmia classification [C] . Khalaf Aya F., Owis Mohammed I., Yassine Inas A. Annual International Conference of the IEEE Engineering in Medicine and Biology Society . 2015

机译：心律失常分类的光谱相关函数的图像特征
5. Correlation of diffusion tensor imaging indices with histological parameters in rat cervical spinal cord gray matter following distal contusion spinal cord injury. [D] . Mottackel, Robin E. 2010

机译：远端挫伤性脊髓损伤后大鼠颈脊髓灰质扩散张量成像指标与组织学参数的相关性。
6. Tensor Classification of N-point Correlation Function features for Histology Tissue Segmentation [O] . Kishore Mosaliganti, Firdaus Janoos, Okan Irfanoglu, -1

机译：用于组织学组织分割的N点相关函数特征的张量分类
7. Tensor classification of N-point correlation function features for histology tissue segmentation [O] . Kishore Mosaliganti, Firdaus Janoos, Okan Irfanoglu, 2009

机译：组织组织分割的N点相关函数特征的张量分类

Tensor classification of N-point correlation function features for histology tissue segmentation.

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