This paper is in the following e-collection/theme issue:

Clinical Information and Decision Making (1915) New Methods (1134) Imaging Informatics (302) Machine Learning (2076) Sleep Apnea (36)

Published on in Vol 22, No 5 (2020): May

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/17252, first published .
Distinguishing Obstructive Versus Central Apneas in Infrared Video of Sleep Using Deep Learning: Validation Study

Distinguishing Obstructive Versus Central Apneas in Infrared Video of Sleep Using Deep Learning: Validation Study

Distinguishing Obstructive Versus Central Apneas in Infrared Video of Sleep Using Deep Learning: Validation Study

Authors of this article:

Sina Akbarian1, 2, 3 Author Orcid Image ;   Nasim Montazeri Ghahjaverestan1, 2 Author Orcid Image ;   Azadeh Yadollahi1, 2 Author Orcid Image ;   Babak Taati1, 2, 3, 4 Author Orcid Image
Article Authors Cited by (22) Tweetations (23) Metrics

Journals

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  2. Manullang M, Lin Y, Lai S, Chou N. Implementation of Thermal Camera for Non-Contact Physiological Measurement: A Systematic Review. Sensors 2021;21(23):7777 View
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  5. KARADÖL İ. OBSTRÜKTİF UYKU APNESİ TESPİTİNDE POLİSOMNOGRAFİYE ALTERNATİF YENİ YÖNTEMLER. Kahramanmaraş Sütçü İmam Üniversitesi Mühendislik Bilimleri Dergisi 2023;26(1):295 View
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  8. Akbarian S, Ghahjaverestan N, Yadollahi A, Taati B. Noncontact Sleep Monitoring With Infrared Video Data to Estimate Sleep Apnea Severity and Distinguish Between Positional and Nonpositional Sleep Apnea: Model Development and Experimental Validation. Journal of Medical Internet Research 2021;23(11):e26524 View
  9. Li Y, Wang S, Hung Y. A Vision-Based System for In-Sleep Upper-Body and Head Pose Classification. Sensors 2022;22(5):2014 View
  10. Akbarian S, Seyyed-Kalantari L, Khalvati F, Dolatabadi E. Evaluating Knowledge Transfer in the Neural Network for Medical Images. IEEE Access 2023;11:85812 View
  11. Kember A, Selvarajan R, Park E, Huang H, Zia H, Rahman F, Akbarian S, Taati B, Hobson S, Dolatabadi E, Fernandes C. Vision-based detection and quantification of maternal sleeping position in the third trimester of pregnancy in the home setting–Building the dataset and model. PLOS Digital Health 2023;2(10):e0000353 View
  12. Muñoz Rojo M, Pramono R, Devani N, Thomas M, Mandal S, Rodriguez-Villegas E. Validation of Tracheal Sound-Based Respiratory Effort Monitoring for Obstructive Sleep Apnoea Diagnosis. Journal of Clinical Medicine 2024;13(12):3628 View
  13. Kerna N, Ngwu D, McKee D, Nnake I, Chawla S, Holets H, Flores J, Pruitt K, Carsrud N, Alozie U, Azi C, Anderson II J, Jomsky B, Ezewudo O, Obi M, Hammam H, Adadzi J. The Morbid Impact of Environmental Toxins on the Human Nervous System: Central Sleep Apnea Nexus with Organic Solvents, Pesticides, and Heavy Metals. European Journal of Ecology, Biology and Agriculture 2024;1(3):213 View
  14. Caldwell J, Knapik J, Kusumpa S, Roy T, Taylor K, Lieberman H. Insomnia and sleep apnea in the entire population of US Army soldiers: Associations with deployment and combat exposure 2010-2019, a retrospective cohort investigation. Sleep Health 2025;11(1):14 View
  15. Alves R, van Meulen F, Overeem S, Zinger S, Stuijk S. Thermal Cameras for Continuous and Contactless Respiration Monitoring. Sensors 2024;24(24):8118 View
  16. Alić B, Wiede C, Viga R, Seidl K. Feature-Based Detection and Classification of Sleep Apnea and Hypopnea Using Multispectral Imaging. IEEE Journal of Biomedical and Health Informatics 2025;29(3):2074 View
  17. Sfayyih A, Sulaiman N, Sabry A. Non-invasive diagnosis of lung diseases via multimodal feature extraction from breathing audio and chest dynamics. Computers in Biology and Medicine 2025;191:110182 View
  18. Chan J, Yeo B, Lau W, Lau M, Koh J, Ng A, Goh L, Uataya M, Tin A, Toh S. Effect of Continuous Positive Airway Pressure on Intraocular Pressure in Patients With Obstructive Sleep Apnoea: A Systematic Review and Meta‐Analysis. Clinical & Experimental Ophthalmology 2025 View

Conference Proceedings

  1. Fadliansyah E, Djamal E, Djajasasmita D, Kasyidi F. 2022 International Seminar on Intelligent Technology and Its Applications (ISITIA). Sleep Apnea Identification Through Vertical Respiratory Movement Using Region of Interest and Recurrent Neural Networks View
  2. Djamal E, Syaukani H, Kasyidi F. 2023 International Conference on Computer, Control, Informatics and its Applications (IC3INA). Sleep Apnea Detection Based on Respiratory Movement Using Harris Corner and Recurrent Neural Networks View
  3. Ma Y, Li H, Huang L, Ji S, Li H. 2024 4th International Conference on Industrial Automation, Robotics and Control Engineering (IARCE). Research on a Multi-Sensor-Based Wearable System for Monitoring Infant Vital Signs View
  4. Wang H, Liu Q. Proceedings of the 2025 4th International Conference on Frontiers of Artificial Intelligence and Machine Learning. ThermRNet: Deep Spatiotemporal Learning for Non-Contact Respiratory Rate Estimation via Infrared Thermography View