Observation and density estimation of a large number of skin capillaries using wide-field portable video capillaroscopy and semantic segmentation

利用广角便携式视频毛细血管镜和语义分割技术对大量皮肤毛细血管进行观察和密度估计

阅读:1

Abstract

SIGNIFICANCE: Skin capillaries are non-invasively observable; their structure and blood flow can reflect tissue and systemic conditions. Quantitative analysis of video-capillaroscopy images yields novel diagnostic methods. Because the capillary structure is heterogeneous, analyzing more capillaries can increase the evaluation reliability. AIM: We developed a system that can observe and quantify numerous capillaries and verified the performance on human skin. APPROACH: We developed a portable video-capillaroscope with a spatial resolution higher than 3.5  μm and a wide field of view (7.4  mm × 5.5  mm) and a method to evaluate capillary numbers and areas using U-Net. The model was trained and tested with 22 and 11 cropped images (2.4  mm × 1.9  mm) obtained from 11 participants, respectively. They were then applied to the 7.2  mm × 5.3  mm images from four participants. Segmentation results were compared to ground-truth at the pixel level and capillary-region level. RESULTS: Over 1000 capillaries were simultaneously observed using the proposed system. Although pixel-level segmentation performance was low [intersection over union (IoU) = 24.5%], the number and area could be estimated. These values differed among four participants and seven sites, and they changed after skin barrier destruction. CONCLUSIONS: The proposed system allows for observing and quantifying numerous skin capillaries simultaneously, suggesting its potential for evaluating tissue and systemic conditions.

特别声明

1、本页面内容包含部分的内容是基于公开信息的合理引用;引用内容仅为补充信息,不代表本站立场。

2、若认为本页面引用内容涉及侵权,请及时与本站联系,我们将第一时间处理。

3、其他媒体/个人如需使用本页面原创内容,需注明“来源:[生知库]”并获得授权;使用引用内容的,需自行联系原作者获得许可。

4、投稿及合作请联系:info@biocloudy.com。