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2016 | OriginalPaper | Buchkapitel

Axial Alignment for Anterior Segment Swept Source Optical Coherence Tomography via Robust Low-Rank Tensor Recovery

verfasst von : Yanwu Xu, Lixin Duan, Huazhu Fu, Xiaoqin Zhang, Damon Wing Kee Wong, Baskaran Mani, Tin Aung, Jiang Liu

Erschienen in: Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016

Verlag: Springer International Publishing

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Abstract

We present a one-step approach based on low-rank tensor recovery for axial alignment in 360-degree anterior chamber optical coherence tomography. Achieving translational alignment and rotation correction of cross-sections simultaneously, this technique obtains a better anterior segment topographical representation and improves quantitative measurement accuracy and reproducibility of disease related parameters. Through its use of global information, the proposed method is more robust compared to using only individual or paired slices, and less sensitive to noise and motion artifacts. In angle closure analysis on 30 patient eyes, the preliminary results indicate that the proposed axial alignment method can not only facilitate manual qualitative analysis with more distinct landmark representation and much less human labor, but also can improve the accuracy of automatic quantitative assessment by 2.9 %, which demonstrates that the proposed approach is promising for a wide range of clinical applications.

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Vorheriges Kapitel Deep Learning Computed Tomography

Nächstes Kapitel 3D Imaging from Video and Planar Radiography

As illustrated in Fig. 2, \({\mathcal {A}}_{(1)}\), \({\mathcal {A}}_{(2)}\) and \({\mathcal {A}}_{(3)}\) are obtained by unfolding \({\mathcal {A}}\) along the Z, X and Y axes, respectively.

To give an example, the inverse operation of the mode-i unfolding on an unfolding matrix \({\mathcal {A}}_{(i)}\) restores the original tensor \({\mathcal {A}}\), i.e., \({\mathcal {A}}={\mathrm {fold}}_i({\mathcal {A}}_{(i)})\).

Gora, M., Karnowski, K., Szkulmowski, M., Kaluzny, B.J., Huber, R., Kowalczyk, A., Wojtkowski, M.: Ultra high-speed swept source OCT imaging of the anterior segment of human eye at 200 kHz with adjustable imaging range. Opt. Express 17(17), 14880–14894 (2009)CrossRef

Lim, S.H.: Clinical applications of anterior segment optical coherence tomography. J. Ophthalmol. Article ID 605729, 12 (2015)

Maslin, J.S., Barkana, Y., Dorairaj, S.K.: Anterior segment imaging in glaucoma: an updated review. Indian J. Ophthalmol. 63(8), 630–640 (2015)CrossRef

Sakata, L.M., Lavanya, R., Friedman, D.S., Aung, H.T., Seah, S.K., Foster, P.J., Aung, T.: Assessment of the scleral spur in anterior segment optical coherence tomography images. Arch Ophthalmol. 126(2), 181–185 (2008)CrossRef

Mishima, K., Tomidokoro, A., Suramethakul, P., Mataki, N., Kurita, N., Mayama, C., Araie, M.: Iridotrabecular contact observed using anterior segment three-dimensional OCT in eyes with a shallow peripheral anterior chamber. Invest. Ophthalmol. Vis. Sci. 54(7), 4628–4635 (2013)CrossRef

Li, P., Johnstone, M., Wang, R.K.: Full anterior segment biometry with extended imaging range spectral domain optical coherence tomography at 1340 nm. J. Biomed. Opt. 19(4), 046013 (2014)CrossRef

The cornea/anterior segment OCT SS-1000 ‘CASIA’. http://www.tomey.com/Products/OCT/SS-1000CASIA.html

Xu, J., Ishikawa, H., Wollstein, G., Kagemann, L., Schuman, J.S.: Alignment of 3-D optical coherence tomography scans to correct eye movement using a particle filtering. IEEE Trans. Med. Image 31(7), 1337–1345 (2012)CrossRef

Montuoro, A., Wu, J., Waldstein, S., Gerendas, B., Langs, G., Simader, C., Schmidt-Erfurth, U.: Motion artefact correction in retinal optical coherence tomography using local symmetry. In: Golland, P., Hata, N., Barillot, C., Hornegger, J., Howe, R. (eds.) MICCAI 2014, Part II. LNCS, vol. 8674, pp. 130–137. Springer, Heidelberg (2014)CrossRef

10.

Navarro, R., González, L., Hernández, L.: Optics of the average normal cornea from general and canonical representations of its surface topography. J. Opt. Soc. Am. A. Opt. Image Sci. Vis. 23(2), 219–232 (2006)CrossRef

11.

Xu, Y., Liu, J., Tan, N.M., Lee, B.H., Wong, D.W.K., Baskaran, M., Perera, S., Aung, T.: Anterior chamber angle classification using multiscale histograms of oriented gradients for glaucoma subtype identification. In: IEEE Engineering in Medicine and Biology Society, pp. 3167–3170 (2012)

12.

Xu, Y., Liu, J., Cheng, J., Lee, B.H., Wong, D.W.K., Baskaran, M., Perera, S., Aung, T.: Automated anterior chamber angle localization and glaucoma type classification in OCT images. In: IEEE Engineering in Medicine and Biology Society, pp. 7380–7383 (2013)

13.

Liu, J., Musialski, P., Wonka, P., Ye, J.: Tensor completion for estimating missing values in visual data. IEEE Trans. Pattern Anal. Mach. Intell. 35(1), 208–220 (2013)CrossRef

14.

Kolda, T., Bader, B.: Tensor decompositions and applications. SIAM Rev. 51(3), 455–500 (2009)MathSciNetCrossRefMATH

15.

Xu, Y., Liu, J., Wong, D.W.K., Baskaran, M., Perera, S., Aung, T.: Similarity-weighted linear reconstruction of anterior chamber angles for glaucoma classification. In: IEEE International Symposium on Biomedical Imaging, pp. 693–697 (2016)

16.

Peng, Y., Ganesh, A., Wright, J., Ma, Y.: RASL: robust alignment by sparse and low-rank decomposition for linearly correlated images. In: CVPR, pp. 2233–2246 (2013)

17.

Lin, Z., Chen, M., Wu, L., Ma, Y.: The augmented lagrange multiplier method for exact recovery of corrupted low-rank matrices. UIUC Technical report UILU-ENG-09-2215 (2009)

18.

Yang, J., Yuan, X.: Linearized augmented lagrangian and alternating direction methods for nuclear norm minimization. Math. Comput. 82(281), 301–329 (2013)MathSciNetCrossRefMATH

Titel: Axial Alignment for Anterior Segment Swept Source Optical Coherence Tomography via Robust Low-Rank Tensor Recovery
verfasst von: Yanwu Xu
Lixin Duan
Huazhu Fu
Xiaoqin Zhang
Damon Wing Kee Wong
Baskaran Mani
Tin Aung
Jiang Liu
Verlag: Springer International Publishing
Buch: Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016
Print ISBN: 978-3-319-46725-2

Electronic ISBN: 978-3-319-46726-9

Copyright-Jahr: 2016
DOI: https://doi.org/10.1007/978-3-319-46726-9_51

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