A survey of blood oxygen saturation assessment from video

被引:0
作者
Wuyart, Alexis [1 ]
Vuillaume, Laure Abensur [2 ]
Maaoui, Choubeila [1 ]
Bousefsaf, Frederic [1 ]
机构
[1] Univ Lorraine, LCOMS, F-57000 Metz, France
[2] CHR Metz Thionville, Emergency Dept, Metz, France
关键词
Non-contact; Imaging photoplethysmography; Blood oxygenation; Pulse oximetry; Deep learning; Video-health monitoring; HEART-RATE; PULSE OXIMETRY; NONCONTACT; SPO2; PHOTOPLETHYSMOGRAPHY; EXTRACTION; LIGHT;
D O I
10.1016/j.bspc.2025.108069
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The combination of technical advances and the emergence of artificial intelligence in the medical field has given rise to new oxygen saturation (SpO2) measurement processes. In recent years, camera-based estimation of SpO2 has attracted increasing interest. This technique offers an optical way to acquire SpO2 in a very practical way. This review provides an overview of the imaging photoplethysmography-based techniques developed achieve SpO2 prediction from video. A total of 81 articles have been assessed and are included in this review. The results obtained using artificial intelligence-based methods in particular are very promising in view of traditional methods. This suggests that AI-based methods will have an important future role to play medical devices. The prospects are now focused on efforts to improve the robustness and performance of the models, and in fine, to stamp these medical devices in accordance with current standards (CE or FDA) to meet the demands of the medical profession and patient safety.
引用
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页数:14
相关论文
共 99 条
[1]  
Akamatsu Yusuke, 2023, ICASSP 2023, P1
[2]   Non-Contact SpO2 Prediction System Based on a Digital Camera [J].
Al-Naji, Ali ;
Khalid, Ghaidaa A. ;
Mahdi, Jinan F. ;
Chahl, Javaan .
APPLIED SCIENCES-BASEL, 2021, 11 (09)
[3]   Monitoring of Cardiorespiratory Signal: Principles of Remote Measurements and Review of Methods [J].
Al-Naji, Ali ;
Gibson, Kim ;
Lee, Sang-Heon ;
Chahl, Javaan .
IEEE ACCESS, 2017, 5 :15776-15790
[4]   Heart Rate Variability Extraction From Videos Signals:ICA vs. EVM Comparison [J].
Alghoul, Karim ;
Alharthi, Saeed ;
Al Osman, Hussein ;
El Saddik, Abdulmotaleb .
IEEE ACCESS, 2017, 5 :4711-4719
[5]   A smart agricultural application: automated detection of diseases in vine leaves using hybrid deep learning [J].
Alkan, Ahmet ;
Abdullah, Muhammed Usame ;
Abdullah, Hanadi Omaish ;
Assaf, Muhammed ;
Zhou, Huiyu .
TURKISH JOURNAL OF AGRICULTURE AND FORESTRY, 2021, 45 (06) :717-729
[6]   Photoplethysmography and its application in clinical physiological measurement [J].
Allen, John .
PHYSIOLOGICAL MEASUREMENT, 2007, 28 (03) :R1-R39
[7]  
[Anonymous], 2017, European Union Law, amending Directive 2001/83/EC, Regulation (EC) No 178/2002 and Regulation (EC) No 1223/2009 and repealing Council Directives 90/385/EEC and 93/42/EEC, Regulation (EU) 2017/745 of the European parliament and of the council on medical devices
[8]   Multiwavelength Pulse Oximetry: Theory for the Future [J].
Aoyagi, Takuo ;
Fuse, Masayoshi ;
Kobayashi, Naoki ;
Machida, Kazuko ;
Miyasaka, Katsuyuki .
ANESTHESIA AND ANALGESIA, 2007, 105 :S53-S58
[9]   Non-contact estimation of heart rate and oxygen saturation using ambient light [J].
Bal, Ufuk .
BIOMEDICAL OPTICS EXPRESS, 2015, 6 (01) :86-97
[10]  
Bobbia Serge., 2017, Pattern Recognition Letters