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26 April 2016 Registration of orthogonally oriented wide-field of view OCT volumes using orientation-aware optical flow and retina segmentation (Conference Presentation)
Jose Lezama; Dibyendu Mukherjee; Ryan P. McNabb; Guillermo Sapiro; Joseph A. Izatt; Sina Farsiu; Anthony N. Kuo M.D.
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Proceedings Volume 9693, Ophthalmic Technologies XXVI; 96930I (2016) https://doi.org/10.1117/12.2213832
Event: SPIE BiOS, 2016, San Francisco, California, United States
Abstract
Patient motion artifacts are an important source of data irregularities in OCT imaging. With longer duration OCT scans – as is needed for large wide field of view scans or increased scan density – motion artifacts become increasingly problematic. Strategies to mitigate these motion artifacts are then necessary to ensure OCT data integrity. A popular strategy for reducing motion artifacts in OCT images is to capture two orthogonally oriented volumetric scans containing uncorrelated motion and subsequently reconstructing a motion-free volume by combining information from both datasets. While many different variations of this registration approach have been proposed, even the most recent methods might not be suitable for wide FOV OCT scans which can be lacking in features away from the optic nerve head or arcades. To address this problem, we propose a two-stage motion correction algorithm for wide FOV OCT volumes. In the first step, X and Y axes motion is corrected by registering OCT summed voxel projections (SVPs). To achieve this, we introduce a method based on a custom variation of the dense optical flow technique which is aware of the motion free orientation of the scan. Secondly, a depth (Z axis) correction approach based on the segmentation of the retinal layer boundaries in each B-scan using graph-theory and dynamic programming is applied. This motion correction method was applied to wide field retinal OCT volumes (approximately 80° FOV) of 3 subjects with substantial reduction in motion artifacts.
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Jose Lezama, Dibyendu Mukherjee, Ryan P. McNabb, Guillermo Sapiro, Joseph A. Izatt, Sina Farsiu, and Anthony N. Kuo M.D. "Registration of orthogonally oriented wide-field of view OCT volumes using orientation-aware optical flow and retina segmentation (Conference Presentation)", Proc. SPIE 9693, Ophthalmic Technologies XXVI, 96930I (26 April 2016); doi: 10.1117/12.2213832; https://doi.org/10.1117/12.2213832
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