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高分辨率光学相干断层扫描中的表皮分割

Epidermal segmentation in high-definition optical coherence tomography.

作者信息

Li Annan, Cheng Jun, Yow Ai Ping, Wall Carolin, Wong Damon Wing Kee, Tey Hong Liang, Liu Jiang

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2015;2015:3045-8. doi: 10.1109/EMBC.2015.7319034.

DOI:10.1109/EMBC.2015.7319034
PMID:26736934
Abstract

Epidermis segmentation is a crucial step in many dermatological applications. Recently, high-definition optical coherence tomography (HD-OCT) has been developed and applied to imaging subsurface skin tissues. In this paper, a novel epidermis segmentation method using HD-OCT is proposed in which the epidermis is segmented by 3 steps: the weighted least square-based pre-processing, the graph-based skin surface detection and the local integral projection-based dermal-epidermal junction detection respectively. Using a dataset of five 3D volumes, we found that this method correlates well with the conventional method of manually marking out the epidermis. This method can therefore serve to effectively and rapidly delineate the epidermis for study and clinical management of skin diseases.

摘要

表皮分割是许多皮肤病学应用中的关键步骤。近年来,高分辨率光学相干断层扫描(HD-OCT)已被开发并应用于皮下皮肤组织成像。本文提出了一种利用HD-OCT的新型表皮分割方法,该方法分三步分割表皮:分别是基于加权最小二乘法的预处理、基于图的皮肤表面检测和基于局部积分投影的真皮-表皮交界处检测。使用包含五个三维体积的数据集,我们发现该方法与传统的手动标记表皮的方法相关性良好。因此,该方法可有效地快速勾勒出表皮,用于皮肤病的研究和临床管理。

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Epidermal segmentation in high-definition optical coherence tomography.高分辨率光学相干断层扫描中的表皮分割
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Segmentation of 3D OCT Images of Human Skin Using Neural Networks with U-Net Architecture.使用具有U-Net架构的神经网络对人体皮肤的3D OCT图像进行分割。
Sovrem Tekhnologii Med. 2025;17(1):6-16. doi: 10.17691/stm2025.17.1.01. Epub 2025 Feb 28.
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Rapid measurement of epidermal thickness in OCT images of skin.在皮肤的光学相干断层扫描(OCT)图像中快速测量表皮厚度。
Sci Rep. 2024 Jan 26;14(1):2230. doi: 10.1038/s41598-023-47051-6.
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Multiparametric Quantitative Analysis of Photodamage to Skin Using Optical Coherence Tomography.利用光学相干断层扫描技术对皮肤光损伤的多参数定量分析。
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Deep-learning approach for automated thickness measurement of epithelial tissue and scab using optical coherence tomography.基于光学相干断层成像的上皮组织和痂皮自动厚度测量的深度学习方法。
J Biomed Opt. 2022 Jan;27(1). doi: 10.1117/1.JBO.27.1.015002.
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Automatic Segmentation of Epidermis and Hair Follicles in Optical Coherence Tomography Images of Normal Skin by Convolutional Neural Networks.基于卷积神经网络的正常皮肤光学相干断层扫描图像中表皮和毛囊的自动分割
Front Med (Lausanne). 2020 Jun 4;7:220. doi: 10.3389/fmed.2020.00220. eCollection 2020.
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Three-dimensional graph-based skin layer segmentation in optical coherence tomography images for roughness estimation.用于粗糙度估计的光学相干断层扫描图像中基于三维图形的皮肤层分割
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