Support vector machine classification of brain metastasis and radiation necrosis based on texture analysis in MRI

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Support vector machine classification of brain metastasis and radiation necrosis based on texture analysis in MRI

机译：基于MRI纹理分析的脑转移和放射坏死的支持向量机分类

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摘要

PurposeTo develop a classification model using texture features and support vector machine in contrast-enhanced T1-weighted images to differentiate between brain metastasis and radiation necrosis.

机译：目的使用纹理特征和支持向量机在对比度增强的T1加权图像中建立分类模型，以区分脑转移和放射坏死。

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《Journal of magnetic resonance imaging: JMRI》 |2015年第5期|共7页
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正文语种 eng
中图分类诊断学;
关键词
brain metastasis; radiation necrosis; texture analysis; support vector machine; classification; MRI;

机译：脑转移;放射坏死;纹理分析;支持向量机;分类;MRI;

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专利

1. Support vector machine classification of brain metastasis and radiation necrosis based on texture analysis in MRI [J] . Journal of magnetic resonance imaging: JMRI . 2015,第5期

机译：基于MRI纹理分析的脑转移和放射坏死的支持向量机分类
2. Support vector machine-based classification of Alzheimer’s disease from whole-brain anatomical MRI [J] . Benoît Magnin, Lilia Mesrob, Serge Kinkingnéhun, Neuroradiology . 2009,第2期

机译：基于全脑解剖MRI的基于支持向量机的阿尔茨海默氏病分类
3. Support vector machine-based classification of Alzheimer's disease from whole-brain anatomical MRI. [J] . Magnin B, Mesrob L, Kinkingnehun S, Neuroradiology . 2009,第2期

机译：基于全脑解剖MRI的基于支持向量机的阿尔茨海默氏病分类。
4. Brain MRI image classification based on transfer learning and support vector machine [C] . Zimeng Li, Yan Zhao, Shigang Wang International Conference on Optoelectronic Imaging and Multimedia Technology;Chinese Optical Society;Society of Photo-Optical Instrumentation Engineers;Tsinghua University . 2019

机译：基于转移学习和支持向量机的脑MRI图像分类
5. Feature selection methods for support vector machines for two or more classes, with applications to the analysis of Alzheimer's disease and its onset with MRI brain image processing. [D] . Aksu, Yaman. 2010

机译：支持向量机的特征选择方法分为两类或更多类，可用于阿尔茨海默氏病的分析及其在MRI脑图像处理中的发作。
6. COMPUTER-AIDED DIAGNOSIS OF PULMONARY INFECTIONS USING TEXTURE ANALYSIS AND SUPPORT VECTOR MACHINE CLASSIFICATION [O] . Jianhua Yao, Andrew Dwyer, Ronald M. Summers, -1

机译：使用纹理分析和支持向量机分类的计算机辅助诊断肺部感染
7. MRI BRAIN CLASSIFICATION USING TEXTURE FEA- TURES, FUZZY WEIGHTING AND SUPPORT VECTOR MACHINE [O] . Umer Javed, Muhammad M. Riaz, Abdul Ghafoor, 2015

机译：使用纹理技巧，模糊加权和支持向量机进行mRI脑分类

Support vector machine classification of brain metastasis and radiation necrosis based on texture analysis in MRI

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