3-D Adaptive Nonlinear Complex-Diffusion Despeckling Filter

被引:20
作者
Rodrigues, Pedro [1 ]
Bernardes, Rui [1 ,2 ]
机构
[1] Assoc Innovat & Biomed Res Light & Image, Ctr New Technol Med, P-3000548 Coimbra, Portugal
[2] Univ Coimbra, Fac Med, Inst Biomed Res Light & Image, P-3000548 Coimbra, Portugal
关键词
Adaptive filters; biomedical imaging; image denoising; parallel programming; SPECKLE REDUCTION; IMAGE-ENHANCEMENT; COHERENCE; NOISE;
D O I
10.1109/TMI.2012.2211609
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This work aims to improve the process of speckle noise reduction while preserving edges and other relevant features through filter expansion from 2-D to 3-D. Despeckling is very important for data visual inspection and as a preprocessing step for other algorithms, as they are usually notably influenced by speckle noise. To that intent, a 3-D approach is proposed for the adaptive complex-diffusion filter. This 3-D iterative filter was applied to spectral-domain optical coherence tomography medical imaging volumes of the human retina and a quantitative evaluation of the results was performed to allow a demonstration of the better performance of the 3-D over the 2-D filtering and to choose the best total diffusion time. In addition, we propose a fast graphical processing unit parallel implementation so that the filter can be used in a clinical setting.
引用
收藏
页码:2205 / 2212
页数:8
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