Expertise: Video Magnification
SAM3 Expertise Areas: Video Magnification
Video Magnification is a technique to identify small changes in video that are invisible to the naked eye but can be identified with advanced signal processing. This technique can provide a method for the assessment of well-being and specifically remote assessment of vitals signs. SAM3 researchers have extensive publications related to video magnification.
Video Magnification Application Areas
- Heart rate, Pulse Transit Time and relative blood pressure assessment
- Respiration rate assessment
- Applications using thermal and RGB video
- Applications using colour and/or motion magnification
MUSE (Interaxon) project story
Did you know sleep apnea affects nearly 1 billion adults worldwide? It disrupts breathing, fragments sleep, and raises risk for heart disease, diabetes, and cognitive …
Select Elhajjar, Diane “A Confidence Framework for Heart Rate Estimation in Video Magnification.” MASc diss., Carleton University, 2023. Elhajjar, Diane “A Confidence Framework for Heart Rate Estimation in Video Magnification.” MASc diss., Carleton University, 2023.
Link to Thesis
D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, “Machine Learning Assessment of Heart Rate Confidence from Video Magnification “, 23rd IEEE International Conference on Bioinformatics and Bioengineering (BIBE), 2023
Link to Paper
R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, “AGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program”, AGE-WELL AGM, 2023.
SAM3 Book “Supportive Smart Homes: Their Role in Aging in Place” now available
Supportive Smart Homes: Their Role in Aging in Place By: Frank Knoefel, Bruce Wallace, Neil Thomas, Heidi Sveistrup, Rafik Goubran, Christine L. Laurin Our book …
Elhajjar, D., Wallace, B., Law, A., Goubran, R. Knoefel, F., “A Confidence Framework through Temporal Averaging for Heart Rate Estimation in Video Magnification” 2023 IEEE Sensors Applications Symposium (SAS), 2023.
Link to Paper
D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, “Assessing Confidence in Video Magnification Heart Rate Measurement using Multiple ROIs”, 2023 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2023.
Link to Paper
M. Mozafari, A. Law, J. Green, R. Goubran, “Face Detection in Thermal Images with Improved Spatial Precision and Temporal Stability”, 2023 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2023.
Link to Paper
Yassin Kassab, L., Law, A., Wallace, B., Larivière-Chartier, J., Goubran, R. Knoefel, F., “Effects of Lighting and Window Length on Heart Rate Assessment through Video Magnification” 2022 IEEE Sensors Applications Symposium (SAS), 2022
Link to Paper
Yassin Kassab, L., Law, A., Wallace, B., Larivière-Chartier, J., Goubran, R. Knoefel, F., “The Effect of Noise on Contactless Heart Rate Measurement using Video Magnification”, 2022 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2022.
Link to paper
Yassin Kassab, L “Heart Rate Detection using Video Magnification: Impact of Algorithmic Parameters and Noise”, M.A.Sc. Thesis, Carleton University, 2022.
Link to paper
B. Wallace, L. Y. Kassab, A. Law, R. Goubran, and F. Knoefel, “Contactless Remote Assessment of Heart Rate and Respiration Rate using Video Magnification,” IEEE Instrumentation & Measurement Magazine, no. Feb, p. 21, 2022.
Link to paper