题名 | An Efficient Lens Structures Segmentation Method on AS-OCT Images |
作者 | |
DOI | |
发表日期 | 2020-07-01
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会议名称 | 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)
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ISSN | 1557-170X
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ISBN | 978-1-7281-1991-5
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会议录名称 | |
卷号 | 2020-July
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页码 | 1646-1649
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会议日期 | 2020.7.20-2020.7.24
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会议地点 | Canada
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摘要 | Lens structures segmentation on anterior segment optical coherence tomography (AS-OCT) images is a fundamental task for cataract grading analysis. In this paper, in order to reduce the computational cost while keeping the segmentation accuracy, we propose an efficient segmentation method for lens structures segmentation. At first, we adopt an efficient semantic segmentation network in the work, and used it to extract the lens area image instead of the conventional object detection method, and then used it once again to segment the lens structures. Finally, we introduce the curve fitting processing (CFP) on the segmentation results. Experiment results show that our method has good performance on accuracy and processing speed, and could be applied to CASIA II device for practical applications. |
关键词 | |
学校署名 | 其他
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语种 | 英语
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相关链接 | [Scopus记录] |
收录类别 | |
EI入藏号 | 20203809208113
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EI主题词 | Semantics
; Computer vision
; Curve fitting
; Lenses
; Grading
; Optical tomography
; Semantic Segmentation
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EI分类号 | Data Processing and Image Processing:723.2
; Artificial Intelligence:723.4
; Computer Applications:723.5
; Vision:741.2
; Optical Devices and Systems:741.3
; Numerical Methods:921.6
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Scopus记录号 | 2-s2.0-85091008138
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来源库 | Scopus
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全文链接 | https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9175944 |
引用统计 |
被引频次[WOS]:0
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成果类型 | 会议论文 |
条目标识符 | http://sustech.caswiz.com/handle/2SGJ60CL/187977 |
专题 | 南方科技大学 工学院_计算机科学与工程系 |
作者单位 | 1.Cvte Research,Guangzhou,China 2.Tomey Corporation,Japan 3.Southern University of Science and Technology and Cixi Institute of Biomedical Engineering,Chinese Academiy of Sciences,China 4.Zhongshan Ophthalmic Center,Sun Yatsen University,China |
推荐引用方式 GB/T 7714 |
Cao,Guiping,Zhao,Wei,Higashita,Risa,et al. An Efficient Lens Structures Segmentation Method on AS-OCT Images[C],2020:1646-1649.
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条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | 操作 | |
An_Efficient_Lens_St(3515KB) | -- | -- | 限制开放 | -- |
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