TY - JOUR
T1 - Noise adaptive wavelet thresholding for speckle noise removal in optical coherence tomography
AU - Zaki, Farzana
AU - Wang, Yahui
AU - Su, Hao
AU - Yuan, Xin
AU - Liu, Xuan
N1 - Publisher Copyright:
© 2017 Optical Society of America.
PY - 2017/5/1
Y1 - 2017/5/1
N2 - Optical coherence tomography (OCT) is based on coherence detection of interferometric signals and hence inevitably suffers from speckle noise. To remove speckle noise in OCT images, wavelet domain thresholding has demonstrated significant advantages in suppressing noise magnitude while preserving image sharpness. However, speckle noise in OCT images has different characteristics in different spatial scales, which has not been considered in previous applications of wavelet domain thresholding. In this study, we demonstrate a noise adaptive wavelet thresholding (NAWT) algorithm that exploits the difference of noise characteristics in different wavelet sub-bands. The algorithm is simple, fast, effective and is closely related to the physical origin of speckle noise in OCT image. Our results demonstrate that NAWT outperforms conventional wavelet thresholding.
AB - Optical coherence tomography (OCT) is based on coherence detection of interferometric signals and hence inevitably suffers from speckle noise. To remove speckle noise in OCT images, wavelet domain thresholding has demonstrated significant advantages in suppressing noise magnitude while preserving image sharpness. However, speckle noise in OCT images has different characteristics in different spatial scales, which has not been considered in previous applications of wavelet domain thresholding. In this study, we demonstrate a noise adaptive wavelet thresholding (NAWT) algorithm that exploits the difference of noise characteristics in different wavelet sub-bands. The algorithm is simple, fast, effective and is closely related to the physical origin of speckle noise in OCT image. Our results demonstrate that NAWT outperforms conventional wavelet thresholding.
KW - Image reconstruction restoration
KW - Noise in imaging systems
KW - Optical coherence tomography
KW - Speckle
UR - http://www.scopus.com/inward/record.url?scp=85019016733&partnerID=8YFLogxK
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U2 - 10.1364/BOE.8.002720
DO - 10.1364/BOE.8.002720
M3 - Article
AN - SCOPUS:85019016733
SN - 2156-7085
VL - 8
SP - 2720
EP - 2731
JO - Biomedical Optics Express
JF - Biomedical Optics Express
IS - 5
ER -