Fusion of pixel and texture features to detect pathological myopia

Benghai Lee*, Damon W.K. Wong, Ngan Meng Tan, Zhuo Zhang, Joo Hwee Lim, Huiqi Li, Fengshou Yin, Jiang Liu, Weimin Huang, Seang Mei Saw, Louis Tong, Tien Yin Wong

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摘要

Myopia is a growing concern in many societies. In extremely high myopia, pathological myopia, which can cause visual loss, can occur. Pathological myopia is also accompanied by various visually perceivable symptoms on the retina, such as peripapillary atrophy. PAMELA is an automatic system for the detection of pathological myopia through the presence of peripapillary atrophy. In this paper, we describe two modules in the PAMELA system based on texture analysis and gray level analysis. A decision engine is then used to fuse the two individual results to obtain an overall analysis. From the results run on a sample batch of images from the Singapore Eye Research Institute, a sensitivity of 0.9 and a specificity of 0.94 with a total accuracy of up to 92.5% is obtained. The promising results indicate good potential for further development of PAMELA as a tool for mass screening for the detection of pathological myopia. This electronic document is a "live" template. The various components of your paper [title, text, heads, etc.] are already defined on the style sheet, as illustrated by the portions given in this document.

源语言英语
主期刊名Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010
2039-2042
页数4
DOI
出版状态已出版 - 2010
已对外发布
活动5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010 - Taichung, 中国台湾
期限: 15 6月 201017 6月 2010

出版系列

姓名Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010

会议

会议5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010
国家/地区中国台湾
Taichung
时期15/06/1017/06/10

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Lee, B., Wong, D. W. K., Tan, N. M., Zhang, Z., Lim, J. H., Li, H., Yin, F., Liu, J., Huang, W., Saw, S. M., Tong, L., & Wong, T. Y. (2010). Fusion of pixel and texture features to detect pathological myopia. 在 Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010 (页码 2039-2042). 文章 5515493 (Proceedings of the 2010 5th IEEE Conference on Industrial Electronics and Applications, ICIEA 2010). https://doi.org/10.1109/ICIEA.2010.5515493