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题名

Living-Skin Detection based on Spatio-Temporal Analysis of Structured Light Pattern

作者
发表日期
2024
DOI
发表期刊
ISSN
2168-2194
EISSN
2168-2208
卷号PP期号:99页码:1-13
摘要
Living-skin detection is an important step for imaging photoplethysmography and biometric anti-spoofing. In this paper, we propose a new approach that exploits spatio-temporal characteristics of structured light patterns projected on the skin surface for living-skin detection. We observed that due to the interactions between laser photons and tissues inside a multi-layer skin structure, the frequency-domain sharpness feature of laser spots on skin and non-skin surfaces exhibits clear difference. Additionally, the subtle physiological motion of living-skin causes laser interference, leading to brightness fluctuations of laser spots projected on the skin surface. Based on these two observations, we designed a new living-skin detection algorithm to distinguish skin from non-skin using spatio-temporal features of structured laser spots. Experiments in the dark chamber and Neonatal Intensive Care Unit (NICU) demonstrated that the proposed setup and method performed well, achieving a precision of 85.32%, recall of 83.87%, and F1-score of 83.03% averaged over these two scenes. Compared to the approach that only leverages the property of multilayer skin structure, the hybrid approach obtains an averaged improvement of 8.18% in precision, 3.93% in recall, and 8.64% in F1-score. These results validate the efficacy of using frequency domain sharpness and brightness fluctuations to augment the features of living-skin tissues irradiated by structured light, providing a solid basis for structured light based physiological imaging. Our code is available at: https://github.com/contactless-healthcare/Structured-light-based-Living-skin-Detection
IEEE
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语种
英语
学校署名
其他
出版者
EI入藏号
20243516932024
EI主题词
Blood vessels ; Electrotherapeutics ; Laser beams ; Neonatal monitoring ; Photoplethysmography
EI分类号
:101.1 ; :101.3 ; :102.1 ; :102.1.2.1 ; Illuminating Engineering:707 ; Electrical Engineering, General:709 ; Light, Optics and Optical Devices:741 ; Free Electron Lasers:744.5 ; Imaging Techniques:746
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EV Compendex
引用统计
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/807131
专题工学院_生物医学工程系
南方科技大学
作者单位
1.College of Electrical Engineering and Automation, Shandong University of Science and Technology, Qingdao, China
2.Department of Biomedical Engineering, Southern University of Science and Technology, Shenzhen, China
3.The Third People's Hospital of Shenzhen, Shenzhen, China
推荐引用方式
GB/T 7714
Wang, Zhiyu,Liao, Chuchu,Pan, Liping,et al. Living-Skin Detection based on Spatio-Temporal Analysis of Structured Light Pattern[J]. IEEE Journal of Biomedical and Health Informatics,2024,PP(99):1-13.
APA
Wang, Zhiyu,Liao, Chuchu,Pan, Liping,Lu, Hongzhou,Shan, Caifeng,&Wang, Wenjin.(2024).Living-Skin Detection based on Spatio-Temporal Analysis of Structured Light Pattern.IEEE Journal of Biomedical and Health Informatics,PP(99),1-13.
MLA
Wang, Zhiyu,et al."Living-Skin Detection based on Spatio-Temporal Analysis of Structured Light Pattern".IEEE Journal of Biomedical and Health Informatics PP.99(2024):1-13.
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