Conference proceeding
Multiresolution LOGISMOS graph search for automated choroidal layer segmentation of 3D macular OCT scans
Medical Imaging 2020: Image Processing, Vol.11313, 113130
Proceedings of SPIE
01/01/2021
DOI: 10.1117/12.2549322
Abstract
The choroid is a vascular plexus located between the retina and the sclera, providing oxygen and nourishment to the outer layers of the retina. Thickness changes in the choroid are of importance in the pathophysiology of various ocular diseases such as glaucoma, age-related macular degeneration (AMD), and others. Our previous choroidal layer segmentation method of 3D macular optical coherence tomography (OCT) scans using choroidal vessel segmentation tended to segment thinner choroidal layers than ground truths, requiring long running time and much memory. To overcome these drawbacks, we introduce a new, fast, and memory-efficient multiresolution LOGISMOS (layered optimal graph image segmentation for multiple objects and surfaces) method. The key idea of the method is to consequently segment the choroidal layer in the higher resolution sub-OCT image volume constrained by the layer segmented in the lower resolution OCT image volume to reduce the size of columns for graph search. Generally, it outperformed our previous method and showed a similar performance to the inter-observer variability between 2 experts.
Details
- Title: Subtitle
- Multiresolution LOGISMOS graph search for automated choroidal layer segmentation of 3D macular OCT scans
- Creators
- Kyungmoo Lee - University of IowaElliott H. Sohn - University of IowaHonghai Zhang - University of IowaAlexis K. Warren - University of IowaAndreas Wahle - University of IowaS. Scott Whitmore - University of IowaMilan Sonka - University of IowaMichael D. Abramoff - University of Iowa
- Contributors
- I Išgum (Editor)B A Landman (Editor)
- Resource Type
- Conference proceeding
- Publication Details
- Medical Imaging 2020: Image Processing, Vol.11313, 113130
- Series
- Proceedings of SPIE
- DOI
- 10.1117/12.2549322
- ISSN
- 0277-786X
- eISSN
- 1996-756X
- Publisher
- Spie-Int Soc Optical Engineering
- Number of pages
- 6
- Grant note
- research to prevent blindness; Research to Prevent Blindness (RPB) R01-EY026547; P30-EY025580 / NIH; United States Department of Health & Human Services; National Institutes of Health (NIH) - USA
- Language
- English
- Date published
- 01/01/2021
- Academic Unit
- Roy J. Carver Department of Biomedical Engineering; Electrical and Computer Engineering; Radiation Oncology; The Iowa Institute for Biomedical Imaging; Fraternal Order of Eagles Diabetes Research Center; Injury Prevention Research Center; Ophthalmology and Visual Sciences
- Record Identifier
- 9984460324902771
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