TY - JOUR
T1 - Strip-based registration of serially acquired optical coherence tomography angiography
AU - Heisler, Morgan
AU - Lee, Sieun
AU - Mammo, Zaid
AU - Jian, Yifan
AU - Ju, Myeongjin
AU - Merkur, Andrew
AU - Navajas, Eduardo
AU - Balaratnasingam, Chandrakumar
AU - Beg, Mirza Faisal
AU - Sarunic, Marinko V.
N1 - Funding Information:
The authors acknowledge funding support from the Natural Sciences and Engineering Research Council of Canada, the Canadian Institutes for Health Research, the Brain Canada Foundation, the Alzheimer Society Canada, the Pacific Alzheimer Research Foundation, the Michael Smith Foundation for Health Research, and the Genome British Columbia.
Publisher Copyright:
© The Authors. Published by SPIE under a Creative Commons Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its.
PY - 2017/3/1
Y1 - 2017/3/1
N2 - The visibility of retinal microvasculature in optical coherence tomography angiography (OCT-A) images is negatively affected by the small dimension of the capillaries, pulsatile blood flow, and motion artifacts. Serial acquisition and time-averaging of multiple OCT-A images can enhance the definition of the capillaries and result in repeatable and consistent visualization. We demonstrate an automated method for registration and averaging of serially acquired OCT-A images. Ten OCT-A volumes from six normal control subjects were acquired using our prototype 1060-nm swept source OCT system. The volumes were divided into microsaccade-free en face angiogram strips, which were affine registered using scale-invariant feature transform keypoints, followed by nonrigid registration by pixel-wise local neighborhood matching. The resulting averaged images were presented of all the retinal layers combined, as well as in the superficial and deep plexus layers separately. The contrast-to-noise ratio and signal-to-noise ratio of the angiograms with all retinal layers (reported as average±standard deviation) increased from 0.52±0.22 and 19.58±4.04dB for a single image to 0.77±0.25 and 25.05±4.73dB, respectively, for the serially acquired images after registration and averaging. The improved visualization of the capillaries can enable robust quantification and study of minute changes in retinal microvasculature.
AB - The visibility of retinal microvasculature in optical coherence tomography angiography (OCT-A) images is negatively affected by the small dimension of the capillaries, pulsatile blood flow, and motion artifacts. Serial acquisition and time-averaging of multiple OCT-A images can enhance the definition of the capillaries and result in repeatable and consistent visualization. We demonstrate an automated method for registration and averaging of serially acquired OCT-A images. Ten OCT-A volumes from six normal control subjects were acquired using our prototype 1060-nm swept source OCT system. The volumes were divided into microsaccade-free en face angiogram strips, which were affine registered using scale-invariant feature transform keypoints, followed by nonrigid registration by pixel-wise local neighborhood matching. The resulting averaged images were presented of all the retinal layers combined, as well as in the superficial and deep plexus layers separately. The contrast-to-noise ratio and signal-to-noise ratio of the angiograms with all retinal layers (reported as average±standard deviation) increased from 0.52±0.22 and 19.58±4.04dB for a single image to 0.77±0.25 and 25.05±4.73dB, respectively, for the serially acquired images after registration and averaging. The improved visualization of the capillaries can enable robust quantification and study of minute changes in retinal microvasculature.
KW - image analysis
KW - image processing
KW - ophthalmology
KW - optical coherence tomography
UR - http://www.scopus.com/inward/record.url?scp=85015758543&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85015758543&partnerID=8YFLogxK
U2 - 10.1117/1.JBO.22.3.036007
DO - 10.1117/1.JBO.22.3.036007
M3 - Article
C2 - 28265647
AN - SCOPUS:85015758543
SN - 1083-3668
VL - 22
JO - Journal of Biomedical Optics
JF - Journal of Biomedical Optics
IS - 3
M1 - 036007
ER -