Speckle noise reduction algorithm with total variation regularization in optical coherence tomography

被引:80
|
作者
Gong, Guanghua [1 ,2 ]
Zhang, Hongming [1 ]
Yao, Minyu [1 ]
机构
[1] Tsinghua Univ, Dept Elect Engn, TNList, Beijing 100084, Peoples R China
[2] Stanford Univ, Dept Radiat Oncol, Palo Alto, CA 94304 USA
来源
OPTICS EXPRESS | 2015年 / 23卷 / 19期
基金
国家高技术研究发展计划(863计划);
关键词
IMAGES;
D O I
10.1364/OE.23.024699
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Optical coherence tomography (OCT) is an important imaging technique extensively applied in medical sciences. However, OCT images often suffer from speckle noise, which is a kind of multiplicative noise inherited in coherent imaging systems. A speckle noise reduction algorithm with total variation (TV) regularization is proposed to restore speckled OCT images. It constructs the regularization parameter and utilizes the tuning function. The proposed algorithm realizes sufficient speckle noise reduction and delicate edge preservation. Simulations demonstrate the performance of the proposed algorithm with respect to visual effects, processing time and image quality metrics of signal-to-noise ratio (SNR), equivalent number of looks (ENL), contrast-to-noise ratio (CNR), relative mean square error (RMSE) and edge preservation factor. Compared with some classical and typical despeckling algorithms, the proposed algorithm exhibits good results in edge preservation, recovery error and time efficiency, and presents better SNR, ENL and CNR. The applicability of the proposed algorithm with regard to OCT in-device preprocessing is discussed in details. Therefore, it promotes the application of OCT imaging in clinical diagnosis and analysis. (C) 2015 Optical Society of America
引用
收藏
页码:24699 / 24712
页数:14
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