TY - JOUR
T1 - Compressive-sensing swept-source optical coherence tomography angiography with reduced noise
AU - Wang, Lingyun
AU - Chen, Ziye
AU - Zhu, Zhanyu
AU - Yu, Xiaojun
AU - Mo, Jianhua
N1 - Publisher Copyright:
© 2022 Wiley-VCH GmbH.
PY - 2022/8
Y1 - 2022/8
N2 - Optical coherence tomography angiography (OCTA), as a functional extension of optical coherence tomography (OCT), has exhibited a great potential to aid in clinical diagnostics. Currently, OCTA still suffers from motion artifact and noise. Therefore, in this article, we propose to implement compressive sensing (CS) on B-scans to reduce motion artifact by increasing B-scan rate. Meanwhile, a noise reduction filter is specially designed by combining CS, Gaussian filter and median filter. Specially, CS filtering is realized by averaging multiple CS repetitions on en-face OCTA images with varied sampling functions. The method is evaluated on in vivo OCTA images of human skin. The results show that vasculature structures can be reconstructed well through CS on B-scans with a sampling rate of 70%. Moreover, the noise can be significantly eliminated by the developed filter. This implies that our method has a good potential to expedite OCTA imaging and improve the image quality.
AB - Optical coherence tomography angiography (OCTA), as a functional extension of optical coherence tomography (OCT), has exhibited a great potential to aid in clinical diagnostics. Currently, OCTA still suffers from motion artifact and noise. Therefore, in this article, we propose to implement compressive sensing (CS) on B-scans to reduce motion artifact by increasing B-scan rate. Meanwhile, a noise reduction filter is specially designed by combining CS, Gaussian filter and median filter. Specially, CS filtering is realized by averaging multiple CS repetitions on en-face OCTA images with varied sampling functions. The method is evaluated on in vivo OCTA images of human skin. The results show that vasculature structures can be reconstructed well through CS on B-scans with a sampling rate of 70%. Moreover, the noise can be significantly eliminated by the developed filter. This implies that our method has a good potential to expedite OCTA imaging and improve the image quality.
KW - compressive sensing
KW - motion artifact
KW - noise reduction
KW - optical coherence tomography angiography
UR - http://www.scopus.com/inward/record.url?scp=85130488661&partnerID=8YFLogxK
U2 - 10.1002/jbio.202200087
DO - 10.1002/jbio.202200087
M3 - 文章
C2 - 35488181
AN - SCOPUS:85130488661
SN - 1864-063X
VL - 15
JO - Journal of Biophotonics
JF - Journal of Biophotonics
IS - 8
M1 - e202200087
ER -