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Author:

蔡轶珩 (蔡轶珩.) | 高旭蓉 (高旭蓉.) | 邱长炎 (邱长炎.) | 崔益泽 (崔益泽.)

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Abstract:

将机器学习运用到视网膜血管分割当中已成为一种趋势,然而选取什么特征作为血管与非血管的特征仍为众所思考的问题。该文利用将血管像素与非血管像素看作二分类的原理,提出一种混合的5D特征作为血管像素与非血管像素的表达,从而能够简单快速地将视网膜血管从背景中分割开来。其中5D特征向量包括CLAHE(Contrast Limited Adaptive Histgram Equalization),高斯匹配滤波,Hesse矩阵变换,形态学底帽变换,B-COSFIRE(Bar-selective Combination Of Shifted FIlter REsponses),通过将融合特征输入SVM(支持向...

Keyword:

特征向量 机器学习 视网膜 血管分割 支持向量机

Author Community:

  • [ 1 ] 北京工业大学信息学部

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Source :

电子与信息学报

Year: 2017

Issue: 08

Volume: 39

Page: 1956-1963

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 13

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