Morphological Segmentation Analysis and Texture-based Support Vector Machines Classification on Mice Liver Fibrosis Microscopic Images

Wang Yu; Shi Fuqian; Cao Luying; Dey Nilanjan; Wu Qun; Ashour Amira Salah; Sherratt Robert Simon; Rajinikanth Venkatesan; Wu Lijun

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Morphological Segmentation Analysis and Texture-based Support Vector Machines Classification on Mice Liver Fibrosis Microscopic Images

机译：形态学分割分析和基于纹理的支持向量机在小鼠肝纤维化微观图像上进行分类

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摘要

Background: To reduce the intensity of the work of doctors, pre-classification work needs to he issued. In this paper, a novel and related liver microscopic image classification analysis method is proposed.

机译：背景：为减少医生工作的强度，他发出的预先分类工作。在本文中，提出了一种新颖的肝脏微观图像分类分析方法。

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来源
《Current Bioinformatics》 |2019年第4期|共13页
作者
Wang Yu; Shi Fuqian; Cao Luying; Dey Nilanjan; Wu Qun; Ashour Amira Salah; Sherratt Robert Simon; Rajinikanth Venkatesan; Wu Lijun;
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作者单位

Wenzhou Med Univ Affiliated Hosp 1 Wenzhou Peoples R China;

Wenzhou Med Univ Affiliated Hosp 1 Wenzhou Peoples R China;

Wenzhou Med Univ Affiliated Hosp 1 Wenzhou Peoples R China;

Techno India Coll Technol Dept Informat Technol Kolkata W Bengal India;

Zhejiang Sci Tech Univ Universal Design Inst Hangzhou Zhejiang Peoples R China;

Tanta Univ Fac Engn Dept Elect &

Elect Commun Engn Tanta Egypt;

Univ Reading Dept Biomed Engn Reading Berks England;

St Josephs Coll Engn Dept EIE Chennai Tamil Nadu India;

Wenzhou Med Univ Inst Digitized Med Wenzhou Peoples R China;

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原文格式 PDF
正文语种 eng
中图分类生物科学;
关键词
Morphological segmentation; top-hat transformation; threshold based Watershed segmentation; texture feature extraction; mice liver fibrosis; microscopic images; support vector machine;

机译：形态分割;顶帽改变;基于阈值的流域分割;纹理特征提取;小鼠肝纤维化;微观图像;支持矢量机器;

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专利

1. Morphological Segmentation Analysis and Texture-based Support Vector Machines Classification on Mice Liver Fibrosis Microscopic Images [J] . Wang Yu, Shi Fuqian, Cao Luying, Current Bioinformatics . 2019,第4期

机译：形态学分割分析和基于纹理的支持向量机在小鼠肝纤维化微观图像上进行分类
2. Automated segmentation of routinely hematoxylin-eosin-stained microscopic images by combining support vector machine clustering and active contour models. [J] . Glotsos D, Spyridonos P, Cavouras D, Analytical and quantitative cytology and histology . 2004,第6期

机译：通过结合支持向量机聚类和主动轮廓模型，自动分割苏木精-曙红染色的显微图像。
3. A robust morphological classification of high-redshift galaxies using support vector machines on seeing limited images - II. Quantifying morphological k-correction in the COSMOS field at 1 < $z$ < 2: Ks?band vs. I?band [J] . M. Huertas-Company, L. Tasca, D. Rouan, Astronomy and astrophysics . 2009,第24期

机译：使用支持向量机在有限的图像上对高红移星系进行稳健的形态分类-II。在COSMOS字段中以1 <$ z $ <2：量化Ks带与I带的量化k校正
4. Mice Liver Cirrhosis Microscopic Image Analysis Using Gray Level Co-Occurrence Matrix and Support Vector Machines [C] . Yu Wang, Luying Cao, Nilanjan Dey, International Conference on Information Technology and Intelligent Transportation Systems . 2017

机译：小鼠肝硬化微观图像分析使用灰度共同发生矩阵和支持向量机
5. Image segmentation and pattern classification using support vector machines. [D] . Cheng, Shouxian. 2006

机译：使用支持向量机进行图像分割和模式分类。
6. Multi-Channel Morphological Profiles for Classification of Hyperspectral Images Using Support Vector Machines [O] . Javier Plaza, Antonio J. Plaza, Cristina Barra 2009

机译：支持向量机用于高光谱图像分类的多通道形态学特征
7. Morphological Segmentation Analysis and Texture-based Support Vector Machines Classification on Mice Liver Fibrosis Microscopic Images [O] . Yu Wang, Fuqian Shi, Luying Cao, 2019

机译：形态学分割分析和基于纹理的支持载体机分类对小鼠肝纤维化显微图像

Morphological Segmentation Analysis and Texture-based Support Vector Machines Classification on Mice Liver Fibrosis Microscopic Images

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