Classifying DME vs normal SD-OCT volumes: A review
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, Conference
Massich, J; Rastgoo, M; Lemaître, G; Cheung, CY; Wong, TY; Sidibé, D; Mériaudeau, F
Published in: Proceedings International Conference on Pattern Recognition
January 1, 2016
This article reviews the current state of automatic classification methodologies to identify Diabetic Macular Edema (DME) versus normal subjects based on Spectral Domain OCT (SD-OCT) data. Addressing this classification problem has valuable interest since early detection and treatment of DME play a major role to prevent eye adverse effects such as blindness. The main contribution of this article is to cover the lack of a public dataset and benchmark suited for classifying DME and normal SD-OCT volumes, providing our own implementation of the most relevant methodologies in the literature. Subsequently, 6 different methods were implemented and evaluated using this common benchmark and dataset to produce reliable comparison.
Duke Scholars
Published In
Proceedings International Conference on Pattern Recognition
DOI
ISSN
1051-4651
Publication Date
January 1, 2016
Volume
0
Start / End Page
1297 / 1302
Citation
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Chicago
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Massich, J., Rastgoo, M., Lemaître, G., Cheung, C. Y., Wong, T. Y., Sidibé, D., & Mériaudeau, F. (2016). Classifying DME vs normal SD-OCT volumes: A review. In Proceedings International Conference on Pattern Recognition (Vol. 0, pp. 1297–1302). https://doi.org/10.1109/ICPR.2016.7899816
Massich, J., M. Rastgoo, G. Lemaître, C. Y. Cheung, T. Y. Wong, D. Sidibé, and F. Mériaudeau. “Classifying DME vs normal SD-OCT volumes: A review.” In Proceedings International Conference on Pattern Recognition, 0:1297–1302, 2016. https://doi.org/10.1109/ICPR.2016.7899816.
Massich J, Rastgoo M, Lemaître G, Cheung CY, Wong TY, Sidibé D, et al. Classifying DME vs normal SD-OCT volumes: A review. In: Proceedings International Conference on Pattern Recognition. 2016. p. 1297–302.
Massich, J., et al. “Classifying DME vs normal SD-OCT volumes: A review.” Proceedings International Conference on Pattern Recognition, vol. 0, 2016, pp. 1297–302. Scopus, doi:10.1109/ICPR.2016.7899816.
Massich J, Rastgoo M, Lemaître G, Cheung CY, Wong TY, Sidibé D, Mériaudeau F. Classifying DME vs normal SD-OCT volumes: A review. Proceedings International Conference on Pattern Recognition. 2016. p. 1297–1302.
Published In
Proceedings International Conference on Pattern Recognition
DOI
ISSN
1051-4651
Publication Date
January 1, 2016
Volume
0
Start / End Page
1297 / 1302