Self-fusion* for OCT noise reduction

被引:4
|
作者
Oguz, Ipek [1 ]
Malone, Joseph D. [1 ]
Atay, Yigit [1 ]
Tao, Yuankai K. [1 ]
机构
[1] Vanderbilt Univ, 221 Kirkland Hall, Nashville, TN 37235 USA
来源
关键词
COHERENCE TOMOGRAPHY IMAGES; SPECKLE REDUCTION; SUPPRESSION; RESTORATION; ALGORITHM;
D O I
10.1117/12.2549472
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Reducing speckle noise is an important task for improving visual and automated assessment of retinal OCT images. Traditional image/signal processing methods only offer moderate speckle reduction; deep learning methods can be more effective but require substantial training data, which may not be readily available. We present a novel self-fusion method that offers effective speckle reduction comparable to deep learning methods, but without any external training data. We present qualitative and quantitative results in a variety of datasets from fovea and optic nerve head regions, with varying SNR values for input images.
引用
收藏
页数:6
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