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Retinal vessel segmentation on SLO image
Xu, Juan; Ishikawa, Hiroshi; Wollstein, Gadi; Schuman, Joel S
A scanning laser ophthalmoscopy (SLO) image, taken from optical coherence tomography (OCT), usually has lower global/local contrast and more noise compared to the traditional retinal photograph, which makes the vessel segmentation challenging work. A hybrid algorithm is proposed to efficiently solve these problems by fusing several designed methods, taking the advantages of each method and reducing the error measurements. The algorithm has several steps consisting of image preprocessing, thresholding probe and weighted fusing. Four different methods are first designed to transform the SLO image into feature response images by taking different combinations of matched filter, contrast enhancement and mathematical morphology operators. A thresholding probe algorithm is then applied on those response images to obtain four vessel maps. Weighted majority opinion is used to fuse these vessel maps and generate a final vessel map. The experimental results showed that the proposed hybrid algorithm could successfully segment the blood vessels on SLO images, by detecting the major and small vessels and suppressing the noises. The algorithm showed substantial potential in various clinical applications. The use of this method can be also extended to medical image registration based on blood vessel location.
PMCID:2908151
PMID: 19163149
ISSN: 1557-170x
CID: 1886012
Repeated, noninvasive, high resolution spectral domain optical coherence tomography imaging of zebrafish embryos
Kagemann, Larry; Ishikawa, Hiroshi; Zou, Jian; Charukamnoetkanok, Puwat; Wollstein, Gadi; Townsend, Kelly A; Gabriele, Michelle L; Bahary, Nathan; Wei, Xiangyun; Fujimoto, James G; Schuman, Joel S
PURPOSE: To demonstrate a new imaging method for high resolution spectral domain optical coherence tomography (SD-OCT) for small animal developmental imaging. METHODS: Wildtype zebrafish that were 24, 48, 72, and 120 h post fertilization (hpf) and nok gene mutant (48 hpf) embryos were imaged in vivo. Three additional embryos were imaged twice, once at 72 hpf and again at 120 hpf. Images of the developing eye, brain, heart, whole body, proximal yolk sac, distal yolk sac, and tail were acquired. Three-dimensional OCT data sets (501 x 180 axial scans) were obtained as well as oversampled frames (8,100 axial scans) and repeated line scans (180 repeated frames). Scan volumes ranged from 750 x 750 microm to 3 x 3 mm, each 1.8 mm thick. Three-dimensional data sets allowed construction of C-mode slabs of the embryo. RESULTS: SD-OCT provided ultra-high resolution visualization of the eye, brain, heart, ear, and spine of the developing embryo as early as 24 hpf, and allowed development to be documented in each of these organ systems in consecutive sessions. Repeated line scanning with averaging optimized the visualization of static and dynamic structures contained in SD-OCT images. Structural defects caused by a mutation in the nok gene were readily observed as impeded ocular development, and enlarged pericardial cavities. CONCLUSIONS: SD-OCT allowed noninvasive, in vivo, ultra-high resolution, high-speed imaging of zebrafish embryos in their native state. The ability to measure structural and functional features repeatedly on the same specimen, without the need to sacrifice, promises to be a powerful tool in small animal developmental imaging.
PMCID:2593002
PMID: 19052656
ISSN: 1090-0535
CID: 1886022
Spectral domain optical coherence tomography for glaucoma (an AOS thesis) [Case Report]
Schuman, Joel S
PURPOSE: Optical coherence tomography (OCT) is a rapidly evolving, robust technology that has profoundly changed the practice of ophthalmology. Spectral domain OCT (SD-OCT) increases axial resolution 2- to 3-fold and scan speed 60- to 110-fold vs time domain OCT (TD-OCT). SD-OCT enables novel scanning, denser sampling, and 3-dimensional imaging. This thesis tests my hypothesis that SD-OCT improves reproducibility, sensitivity, and specificity for glaucoma detection. METHODS: OCT progress is reviewed from invention onward, and future development is discussed. To test the hypothesis, TD-OCT and SD-OCT reproducibility and glaucoma discrimination are evaluated. Forty-one eyes of 21 subjects (SD-OCT) and 21 eyes of 21 subjects (TD-OCT) are studied to test retinal nerve fiber layer (RNFL) thickness measurement reproducibility. Forty eyes of 20 subjects (SD-OCT) and 21 eyes of 21 subjects (TD-OCT) are investigated to test macular parameter reproducibility. For both TD-OCT and SD-OCT, 83 eyes of 83 subjects are assessed to evaluate RNFL thickness and 74 eyes of 74 subjects to evaluate macular glaucoma discrimination. RESULTS: Compared to conventional TD-OCT, SD-OCT had statistically significantly better reproducibility in most sectoral macular thickness and peripapillary RNFL sectoral measurements. There was no statistically significant difference in overall mean macular or RNFL reproducibility, or between TD-OCT and SD-OCT glaucoma discrimination. Surprisingly, TD-OCT macular RNFL thickness showed glaucoma discrimination superior to SD-OCT. CONCLUSIONS: At its current development state, SD-OCT shows better reproducibility than TD-OCT, but glaucoma discrimination is similar for TD-OCT and SD-OCT. Technological improvements are likely to enhance SD-OCT reproducibility, sensitivity, specificity, and utility, but these will require additional development.
PMCID:2646438
PMID: 19277249
ISSN: 1545-6110
CID: 1886032
Assessment of glaucoma imaging technology - Reply [Letter]
Lin, Shan C; Singh, Kuldev; Hodapp, Elizabeth A; Smith, Scott D; Francis, Brian A; Dueker, David K; Fechtner, Robert D; Samples, John R; Schuman, Joel S; Minckler, Don S
ISI:000257211100032
ISSN: 0161-6420
CID: 1887092
Therapeutic Drugs for Anterior Segment Ocular Surgery
Chapter by: Kahook, Malik Y; Schuman, Joel S
in: OCULAR THERAPEUTICS: EYE ON NEW DISCOVERIES by Yorio, T; Clark, AF; Wax, MB [Eds]
SAN DIEGO : ELSEVIER ACADEMIC PRESS INC, 2008
pp. 367-376
ISBN:
CID: 1887782
Cycloablation
Chapter by: Kahook, Malik Y; Noecker, Robert J; Schuman, Joel S
in: Albert & Jakobiec's principles and practice of ophthalmology by Albert, Daniel M; Miller, Joan W; Azar, Dimitri T [Eds]
Philadelphia : Saunders/Elsevier, 2008
pp. ?-?
ISBN: 141600016x
CID: 1903392
Optical coherence tomography - atlas & text
Mymcuoglu, T; Wollstein, G; Schuman, Joel S
ORIGINAL:0010509
ISSN: 1021-8106
CID: 1903412
Optic nerve head and nerve fiber layer imaging
Chapter by: Kahook, Malik Y; Noecker, RJ; Schuman, Joel S
in: Albert & Jakobiec's principles and practice of ophthalmology by Albert, Daniel M; Miller, Joan W; Azar, Dimitri T [Eds]
Philadelphia : Saunders/Elsevier, 2008
pp. ?-?
ISBN: 141600016x
CID: 1903402
Angle-Closure Glaucomas Anterior (Pulling) Mechanisms
Chapter by: Kahook, Malik Y; Schuman, Joel S
in: Mechanisms of the glaucomas : disease processes and therapeutic modalities by Shields, M; Tombran-Tink, Joyce; Barnstable, Colin J [Eds]
Totowa, NJ : Humana Press : Springer, 2008
pp. 159-166
ISBN: 1597453730
CID: 1910532
Foreword
Chapter by: Schuman, Joel
in: Anterior segment optical coherence tomography by Steinert, Roger F; Huang, David [Eds]
Thorofare, NJ : SLACK, 2008
pp. ?-?
ISBN: 1556428081
CID: 1910542