20.10.7.2 Photoplethysmography, Heart Rate, Pulse Rate Analysis, Vital Signs, Non-Contact Methods

Chapter Contents (Back)
Heart Rate. Heart Beat. Pulse Rate. PPG. Photoplethysmography. Photoplethysmography

Karbeyaz, B.U., Gencer, N.G.,
Electrical conductivity imaging via contactless measurements: an experimental study,
MedImg(22), No. 5, May 2003, pp. 627-635.
IEEE Abstract. 0307
BibRef

Acharya, U.R.[U. Rajendra], Bhat, P.S.[P. Subbanna], Iyengar, S.S., Rao, A.[Ashok], Dua, S.[Sumeet],
Classification of heart rate data using artificial neural network and fuzzy equivalence relation,
PR(36), No. 1, January 2003, pp. 61-68.
Elsevier DOI 0210
BibRef

Feng, L., Po, L., Xu, X., Li, Y., Ma, R.,
Motion-Resistant Remote Imaging Photoplethysmography Based on the Optical Properties of Skin,
CirSysVideo(25), No. 5, May 2015, pp. 879-891.
IEEE DOI 1505
contactless monitoring of human vital signs. BibRef

Sun, L.[Li], Hong, H.[Hong], Li, Y.S.[Yu-Sheng], Gu, C.[Chen], Xi, F.[Feng], Li, C.[Changzhi], Zhu, X.H.[Xiao-Hua],
Noncontact Vital Sign Detection based on Stepwise Atomic Norm Minimization,
SPLetters(22), No. 12, December 2015, pp. 2479-2483.
IEEE DOI 1512
biomedical measurement BibRef

Nakamura, T., Kiyono, K., Wendt, H., Abry, P., Yamamoto, Y.,
Multiscale Analysis of Intensive Longitudinal Biomedical Signals and Its Clinical Applications,
PIEEE(104), No. 2, February 2016, pp. 242-261.
IEEE DOI 1601
Biomedical monitoring BibRef

Ozana, N., Margalith, I., Beiderman, Y., Kunin, M., Campino, G.A., Gerasi, R., Garcia, J., Mico, V., Zalevsky, Z.,
Demonstration of a Remote Optical Measurement Configuration That Correlates With Breathing, Heart Rate, Pulse Pressure, Blood Coagulation, and Blood Oxygenation,
PIEEE(103), No. 2, February 2015, pp. 248-262.
IEEE DOI 1504
Pulse Rate. Biomedical monitoring BibRef

Murthy, N.K.L.[N.K. Lakshminarasimha], Madhusudana, P.C., Suresha, P., Periyasamy, V., Ghosh, P.K.,
Multiple Spectral Peak Tracking for Heart Rate Monitoring from Photoplethysmography Signal During Intensive Physical Exercise,
SPLetters(22), No. 12, December 2015, pp. 2391-2395.
IEEE DOI 1512
medical signal processing BibRef

Mashhadi, M.B.[M. Boloursaz], Asadi, E., Eskandari, M., Kiani, S., Marvasti, F.,
Heart Rate Tracking using Wrist-Type Photoplethysmographic (PPG) Signals during Physical Exercise with Simultaneous Accelerometry,
SPLetters(23), No. 2, February 2016, pp. 227-231.
IEEE DOI 1602
accelerometers BibRef

Allami, R.[Ragheed], Stranieri, A.[Andrew], Balasubramanian, V.[Venki], Jelinek, H.F.[Herbert F.],
A count data model for heart rate variability forecasting and premature ventricular contraction detection,
SIViP(11), No. 8, November 2017, pp. 1427-1435.
Springer DOI 1710
BibRef

Cerasuolo, G.[Giovanni], Petrella, O.[Orsola], Marciano, L.[Luigi], Soldovieri, F.[Francesco], Gennarelli, G.[Gianluca],
Metrological Characterization for Vital Sign Detection by a Bioradar,
RS(9), No. 10, 2017, pp. xx-yy.
DOI Link 1711
Vital signs, long period of time, great distance (space flight). BibRef

Lin, Y.C.[Yu-Chen], Lin, Y.H.[Yuan-Hsiang],
Step Count and Pulse Rate Detection Based on the Contactless Image Measurement Method,
MultMed(20), No. 8, August 2018, pp. 2223-2231.
IEEE DOI 1808
adaptive filters, image colour analysis, medical image processing, medical signal processing, pulse rate BibRef

Park, S.B., Kim, G., Baek, H.J., Han, J.H., Kim, J.H.,
Remote Pulse Rate Measurement From Near-Infrared Videos,
SPLetters(25), No. 8, August 2018, pp. 1271-1275.
IEEE DOI 1808
adaptive filters, cameras, face recognition, image filtering, image segmentation, image sensors, infrared imaging, remote photoplethysmography (rPPG) BibRef

Motin, M.A., Karmakar, C.K., Palaniswami, M.,
Selection of Empirical Mode Decomposition Techniques for Extracting Breathing Rate From PPG,
SPLetters(26), No. 4, April 2019, pp. 592-596.
IEEE DOI 1903
Principal component analysis, Empirical mode decomposition, White noise, Estimation, Signal processing algorithms, variants empirical mode decomposition BibRef

Yang, Z.[Zhao], Yang, X.Z.[Xue-Zhi], Jin, J.[Jing], Wu, X.[Xiu],
Motion-resistant heart rate measurement from face videos using patch-based fusion,
SIViP(13), No. 3, April 2019, pp. 423-430.
WWW Link. 1904
BibRef

Sadek, I.[Ibrahim], Biswas, J.[Jit],
Nonintrusive heart rate measurement using ballistocardiogram signals: A comparative study,
SIViP(13), No. 3, April 2019, pp. 475-482.
WWW Link. 1904
BibRef

Korayem, A.K.[Amir Kazemi], Ghamami, S.[Shahriar], Bahrami, Z.[Zahra],
Fractal properties and morphological investigation of nano-amiodarone using image processing,
SIViP(13), No. 2, March 2019, pp. 281-287.
Springer DOI 1904
Heart rate. Amiodarone -- heart drug. BibRef

Bobbia, S.[Serge], Macwan, R.[Richard], Benezeth, Y.[Yannick], Mansouri, A.[Alamin], Dubois, J.[Julien],
Unsupervised skin tissue segmentation for remote photoplethysmography,
PRL(124), 2019, pp. 82-90.
Elsevier DOI 1906
BibRef
Earlier: A1, A3, A5, Only:
Remote photoplethysmography based on implicit living skin tissue segmentation,
ICPR16(361-365)
IEEE DOI 1705
Image processing, Remote photoplethysmography, Unsupervised, Living skin tissue segmentation. Face detection, Heart rate, Photoplethysmography, Pulse measurements, Signal to noise ratio, Skin, Streaming, media BibRef

Adib, F.,
Seeing with radio Wi-Fi-like equipment can see people through walls, measure their heart rates, and gauge emotions,
Spectrum(56), No. 6, June 2019, pp. 34-39.
IEEE DOI 1906
Reflection, Radio transmitters, Receiving antennas, Wireless fidelity, Transmitting antennas, Wireless communication BibRef

Cao, P.[Peibei], Xia, W.[Weijie], Li, Y.[Yi],
Heart ID: Human Identification Based on Radar Micro-Doppler Signatures of the Heart Using Deep Learning,
RS(11), No. 10, 2019, pp. xx-yy.
DOI Link 1906
BibRef

Lee, H.[Hyunjae], Kim, B.H.[Byung-Hyun], Park, J.K.[Jin-Kwan], Yook, J.G.[Jong-Gwan],
A Novel Vital-Sign Sensing Algorithm for Multiple Subjects Based on 24-GHz FMCW Doppler Radar,
RS(11), No. 10, 2019, pp. xx-yy.
DOI Link 1906
BibRef

Qiu, Y., Liu, Y., Arteaga-Falconi, J., Dong, H., Saddik, A.E.,
EVM-CNN: Real-Time Contactless Heart Rate Estimation From Facial Video,
MultMed(21), No. 7, July 2019, pp. 1778-1787.
IEEE DOI 1906
Heart rate, Face, Feature extraction, Estimation, Image color analysis, Digital cameras, Spatial decomposition, convolutional neural network BibRef

Berthon, B., Behaghel, A., Mateo, P., Dansette, P., Favre, H., Ialy-Radio, N., Tanter, M., Pernot, M., Provost, J.,
Mapping Biological Current Densities With Ultrafast Acoustoelectric Imaging: Application to the Beating Rat Heart,
MedImg(38), No. 8, August 2019, pp. 1852-1857.
IEEE DOI 1908
Heart, Ultrasonic imaging, Electrodes, Electrocardiography, Rats, Ultrasonic variables measurement, ultrasound BibRef

Hassani, A.[Atefe], Foruzan, A.H.[Amir Hossein],
Improved PPG-based estimation of the blood pressure using latent space features,
SIViP(13), No. 6, September 2019, pp. 1141-1147.
WWW Link. 1908
BibRef

Gudigar, A.[Anjan], Raghavendra, U., Devasia, T.[Tom], Nayak, K.[Krishnananda], Danish, S.M.[Sheik Mohammed], Kamath, G.[Gautam], Samanth, J.[Jyothi], Pai, U.M.[Umesh M.], Nayak, V.[Vidya], Tan, R.S.[Ru San], Ciaccio, E.J.[Edward J.], Acharya, U.R.[U. Rajendra],
Global weighted LBP based entropy features for the assessment of pulmonary hypertension,
PRL(125), 2019, pp. 35-41.
Elsevier DOI 1909
CAD tool, Entropy, Global weighted LBP, Support vector machine BibRef

Bonomi, M.[Mattia], Battisti, F.[Federica], Boato, G.[Giulia], Barreda-Ángeles, M.[Miguel], Carli, M.[Marco], Le Callet, P.[Patrick],
Contactless approach for heart rate estimation for QoE assessment,
SP:IC(78), 2019, pp. 223-235.
Elsevier DOI 1909
Heart rate estimation, Heart rate variability, 3D video, Quality of experience BibRef

Niu, X., Shan, S., Han, H., Chen, X.,
RhythmNet: End-to-End Heart Rate Estimation From Face via Spatial-Temporal Representation,
IP(29), 2020, pp. 2409-2423.
IEEE DOI 2001
Heart rate, Estimation, Webcams, Databases, Skin, Image color analysis, Head, Remote heart rate estimation, rPPG, end-to-end learning BibRef

Perera, A.G.[Asanka G.], Khanam, F.T.Z.[Fatema-Tuz-Zohra], Al-Naji, A.[Ali], Chahl, J.[Javaan],
Detection and Localisation of Life Signs from the Air Using Image Registration and Spatio-Temporal Filtering,
RS(12), No. 3, 2020, pp. xx-yy.
DOI Link 2002
Search and rescur operations. BibRef

Wen, W., Liu, G., Mao, Z., Huang, W., Zhang, X., Hu, H., Yang, J., Jia, W.,
Toward Constructing a Real-time Social Anxiety Evaluation System: Exploring Effective Heart Rate Features,
AffCom(11), No. 1, January 2020, pp. 100-110.
IEEE DOI 2003
Electrocardiography, Heart beat, Public speaking, Biomedical monitoring, Speech, Complexity theory, Heart rate, social anxiety BibRef

Bugnon, L.A., Calvo, R.A., Milone, D.H.,
Dimensional Affect Recognition from HRV: An Approach Based on Supervised SOM and ELM,
AffCom(11), No. 1, January 2020, pp. 32-44.
IEEE DOI 2003
Heart rate variability, Physiology, Estimation, Sensors, Electrocardiography, Computational modeling, dimensional affect estimation BibRef

Wan, C.T.[Chun-Ting], Chen, D.Y.[Dong-Yi], Yang, J.[Juan], Huang, M.[Miao],
Combining Parallel Adaptive Filtering and Wavelet Threshold Denoising for Photoplethysmography-Based Pulse Rate Monitoring during Intensive Physical Exercise,
IEICE(E103-D), No. 3, March 2020, pp. 612-620.
WWW Link. 2003
BibRef

Gudi, A., Bittner, M., Lochmans, R., van Gemert, J.,
Efficient Real-Time Camera Based Estimation of Heart Rate and Its Variability,
CVPM19(1570-1579)
IEEE DOI 2004
Heart rate variability, Skin, Face, Real-time systems, Heart beat, Estimation, rPPG, remote photosplethysmography, heart rate, dataset BibRef

Antolinos, E.[Elías], García-Rial, F.[Federico], Hernández, C.[Clara], Montesano, D.[Daniel], Godino-Llorente, J.I.[Juan I.], Grajal, J.[Jesús],
Cardiopulmonary Activity Monitoring Using Millimeter Wave Radars,
RS(12), No. 14, 2020, pp. xx-yy.
DOI Link 2007
BibRef

Shi, J., Alikhani, I., Li, X., Yu, Z., Seppänen, T., Zhao, G.,
Atrial Fibrillation Detection From Face Videos by Fusing Subtle Variations,
CirSysVideo(30), No. 8, August 2020, pp. 2781-2795.
IEEE DOI 2008
Feature extraction, Rhythm, Electrocardiography, Face, Heart rate variability, Monitoring, Biomedical monitoring, classification BibRef

Fan, X.J.[Xi-Jian], Tjahjadi, T.[Tardi],
Robust contactless pulse transit time estimation based on signal quality metric,
PRL(137), 2020, pp. 12-16.
Elsevier DOI 2008
Pulse transit time, Signal quality metric, Remote photoplethysmograpy, Physiological signal processing BibRef

Liu, Z., Kong, Y., Zhang, X., Wu, J., Lu, W.,
Vital Sign Extraction in the Presence of Radar Mutual Interference,
SPLetters(27), 2020, pp. 1745-1749.
IEEE DOI 2010
Interference, Radar, Heart beat, Chirp, Signal processing algorithms, Empirical mode decomposition, Sensors, Millimeter wave radar, ensemble empirical mode decomposition BibRef

Fernandes, S.L.[Steven Lawrence], Gurupur, V.P.[Varadraj Prabhu], Sunder, N.R.[Nayak Ramesh], Arunkumar, N., Kadry, S.[Seifedine],
A novel nonintrusive decision support approach for heart rate measurement,
PRL(139), 2020, pp. 148-156.
Elsevier DOI 2011
Heart rate measurement, Face detection, Skin detection BibRef

Jian, B.L.[Bo-Lin], Huang, M.W.[Min-Wei], Lee, S.H.[Shin-Hsiung], Yau, H.T.[Her-Terng],
Analysis of the correlation between infrared thermal sequence images of nostril area and respiratory rate,
IET-IPR(14), No. 13, November 2020, pp. 3089-3094.
DOI Link 2012
BibRef


Lee, E.[Eugene], Chen, E.[Evan], Lee, C.Y.[Chen-Yi],
Meta-RPPG: Remote Heart Rate Estimation Using a Transductive Meta-learner,
ECCV20(XXVII:392-409).
Springer DOI 2011
BibRef

Liu, X., Yang, X., Wang, D., Fang, S.,
Heart Rate Detection From Facial Videos Using A Frequencyconstrained Multilayer Sparse Coding,
ICIP20(335-339)
IEEE DOI 2011
Handheld computers, Pattern recognition, Conferences, Image recognition, Filtering, Biomedical optical imaging, dictionary learning BibRef

Lovisotto, G., Turner, H., Eberz, S., Martinovic, I.,
Seeing Red: PPG Biometrics Using Smartphone Cameras,
Biometrics20(3565-3574)
IEEE DOI 2008
Cameras, Absorption, Authentication, Biometrics (access control), Blood, Atmospheric measurements, Particle measurements BibRef

Yu, H., Sun, S., Yu, H., Chen, X., Shi, H., Huang, T.S., Chen, T.,
FOAL: Fast Online Adaptive Learning for Cardiac Motion Estimation,
CVPR20(4312-4322)
IEEE DOI 2008
Motion estimation, Tracking, Videos, Task analysis, Adaptation models, Heart, Motion segmentation BibRef

Kopeliovich, M., Kalinin, K., Mironenko, Y., Petrushan, M.,
On indirect assessment of heart rate in video,
CVPM20(1260-1264)
IEEE DOI 2008
Estimation, Training, Testing, Face, Linear regression, Heart rate variability BibRef

Woyczyk, A., Fleischhauer, V., Zaunseder, S.,
Skin Segmentation using Active Contours and Gaussian Mixture Models for Heart Rate Detection in Videos,
CVPM20(1265-1273)
IEEE DOI 2008
Skin, Level set, Image color analysis, Heart rate, Videos, Mathematical model, Gaussian mixture model BibRef

Li, X., Han, H., Lu, H., Niu, X., Yu, Z., Dantcheva, A., Zhao, G., Shan, S.,
The 1st Challenge on Remote Physiological Signal Sensing (RePSS),
CVPM20(1274-1281)
IEEE DOI 2008
Videos, Physiology, Heart rate, Testing, Databases, Cameras, Training BibRef

Artemyev, M., Churikova, M., Grinenko, M., Perepelkina, O.,
Neurodata Lab's approach to the Challenge on Computer Vision for Physiological Measurement,
CVPM20(1282-1288)
IEEE DOI 2008
Heart rate, Kernel, Videos, Estimation, Face, Convolution BibRef

Botina-Monsalve, D., Benezeth, Y., Macwan, R., Pierrart, P., Parra, F., Nakamura, K., Gomez, R., Miteran, J.,
Long Short-Term Memory Deep-Filter in Remote Photoplethysmography,
CVPM20(1242-1249)
IEEE DOI 2008
Biomedical measurement, Skin, Estimation, Electrocardiography, Blood, Heart rate variability BibRef

Mironenko, Y., Kalinin, K., Kopeliovich, M., Petrushan, M.,
Remote Photoplethysmography: Rarely Considered Factors,
CVPM20(1197-1206)
IEEE DOI 2008
Estimation, Heart rate, Skin, Arteries, Machine learning, Photoplethysmography BibRef

Yoshioka, M., Bounyong, S.,
Analysis of Pulse Transit Time Derived from Imaging Photoplethysmography and Microwave Sensor-based Ballistocardiography,
CVPM20(1156-1162)
IEEE DOI 2008
Heart rate variability, Electrocardiography, Sensors, Microwave measurement, Cameras, Blood pressure, Microwave sensors BibRef

Perepelkina, O., Artemyev, M., Churikova, M., Grinenko, M.,
HeartTrack: Convolutional neural network for remote video-based heart rate monitoring,
CVPM20(1163-1171)
IEEE DOI 2008
Heart rate, Face, Estimation, Skin, Convolution, Kernel BibRef

Condrea, F., Ivan, V., Leordeanu, M.,
In Search of Life: Learning from Synthetic Data to Detect Vital Signs in Videos,
CVPM20(1207-1216)
IEEE DOI 2008
Videos, Training data, Task analysis, Nose, Face, Training, Heart BibRef

Nowara, E.M., McDuff, D., Veeraraghavan, A.,
A Meta-Analysis of the Impact of Skin Type and Gender on Non-contact Photoplethysmography Measurements,
CVPM20(1148-1155)
IEEE DOI 2008
Skin, Signal to noise ratio, Videos, Head, Imaging, Heart rate, Performance evaluation BibRef

Wang, D., Yang, X., Liu, X., Fang, S., Ma, L., Li, L.,
Photoplethysmography based stratification of blood pressure using multi information fusion artificial neural network,
CVPM20(1113-1119)
IEEE DOI 2008
Feature extraction, Neural networks, Blood pressure, Databases, Hypertension, Biomedical monitoring, Wavelet transforms BibRef

Zhao, C., Han, W., Chen, Z., Li, Y., Feng, Y.,
Remote Estimation of Heart Rate Based on Multi-Scale Facial ROIs,
CVPM20(1120-1129)
IEEE DOI 2008
Feature extraction, Face, Skin, Pulse measurements, Analytical models, Heart rate BibRef

Zhou, K., Krause, S., Blöcher, T., Stork, W.,
Enhancing Remote-PPG Pulse Extraction in Disturbance Scenarios Utilizing Spectral Characteristics,
CVPM20(1130-1138)
IEEE DOI 2008
Color, Blood, Skin, Videos, Cameras, Frequency-domain analysis BibRef

Luguern, D., Perche, S., Benezeth, Y., Moser, V., Dunbar, L.A.[L. Andrea], Braun, F., Lemkaddem, A., Nakamura, K., Gomez, R., Dubois, J.,
An Assessment of Algorithms to Estimate Respiratory Rate from the Remote Photoplethysmogram,
CVPM20(1232-1241)
IEEE DOI 2008
Skin, Feature extraction, Blood, Physiology, Estimation, Color, Electrocardiography BibRef

Hessler, C., Abouelenien, M., Burzo, M.,
A Non-contact Method for Extracting Heart and Respiration Rates,
CRV20(1-8)
IEEE DOI 2006
thermal, physiological, heart rate, respiration rate BibRef

Macwan, R., Bobbia, S., Benezeth, Y., Dubois, J., Mansouri, A.,
Periodic Variance Maximization Using Generalized Eigenvalue Decomposition Applied to Remote Photoplethysmography Estimation,
Physiological18(1413-14138)
IEEE DOI 1812
Eigenvalues and eigenfunctions, Electrocardiography, Photoplethysmography, Optimization, Covariance matrices, Databases BibRef

He, W., Ye, Y., Li, Y., Xu, H., Lu, L., Huang, W., Sun, M.,
Variational Mode Decomposition-Based Heart Rate Estimation Using Wrist-Type Photoplethysmography During Physical Exercise,
ICPR18(3766-3771)
IEEE DOI 1812
Acceleration, Heart rate, Estimation, Electrocardiography, Monitoring, Motion artifacts, Wrist, Heart rate monitoring, wearable devices BibRef

Pilz, C.,
On the Vector Space in Photoplethysmography Imaging,
CVPM19(1580-1588)
IEEE DOI 2004
computational complexity, differential geometry, medical image processing, photoplethysmography, linear algebra BibRef

Chwyl, B., Chung, A.G., Amelard, R., Deglint, J., Clausi, D.A., Wong, A.,
Time-Frequency Domain Analysis via Pulselets for Non-contact Heart Rate Estimation from Remotely Acquired Photoplethysmograms,
CRV16(201-207)
IEEE DOI 1612
Photoplethysmography BibRef

Nowara, E., McDuff, D.J.,
Combating the Impact of Video Compression on Non-Contact Vital Sign Measurement Using Supervised Learning,
CVPM19(1706-1712)
IEEE DOI 2004
cardiology, data compression, medical image processing, patient monitoring, photoplethysmography, supervised learning, supervised learning BibRef

Zhao, C., Mei, P., Xu, S., Li, Y., Feng, Y.,
Performance Evaluation of Visual Object Detection and Tracking Algorithms Used in Remote Photoplethysmography,
CVPM19(1646-1655)
IEEE DOI 2004
Visualization, Target tracking, Skin, Image color analysis, Robustness, Object detection, Pipelines, detection and tracking, heart rate accuracy BibRef

Kopeliovich, M., Mironenko, Y., Petrushan, M.,
Architectural Tricks for Deep Learning in Remote Photoplethysmography,
CVPM19(1688-1696)
IEEE DOI 2004
Heart rate, Image color analysis, Training, Video sequences, Webcams, Electrocardiography, Remote Photoplethysmography, Remote Heart Rate Estimation BibRef

Yu, Z., Peng, W., Li, X., Hong, X., Zhao, G.,
Remote Heart Rate Measurement From Highly Compressed Facial Videos: An End-to-End Deep Learning Solution With Video Enhancement,
ICCV19(151-160)
IEEE DOI 2004
cardiology, data compression, face recognition, feature extraction, image motion analysis, image sequences, Standards BibRef

Reguig, F.B.,
Photoplethysmogram signal analysis for detecting vital physiological parameters: An evaluating study,
ISIVC16(167-173)
IEEE DOI 1704
Band-pass filters BibRef

Woyczyk, A., Rasche, S., Zaunseder, S.,
Impact of Sympathetic Activation in Imaging Photoplethysmography,
CVPM19(1697-1705)
IEEE DOI 2004
Heart rate, Cameras, Photoplethysmography, Blood pressure, Feature extraction, Statistical analysis, sympathetic activation BibRef

Fernandes, S., Raj, S., Ortiz, E., Vintila, I., Salter, M., Urosevic, G., Jha, S.,
Predicting Heart Rate Variations of Deepfake Videos using Neural ODE,
CVPM19(1721-1729)
IEEE DOI 2004
cardiology, computer crime, differential equations, learning (artificial intelligence), medical signal processing, Heart rate prediction BibRef

Martinez, N., Bertran, M., Sapiro, G., Wu, H.,
Non-Contact Photoplethysmogram and Instantaneous Heart Rate Estimation from Infrared Face Video,
ICIP19(2020-2024)
IEEE DOI 1910
BibRef

Gkentsidis, K., Pistola, T., Mitianoudis, N., Boulgouris, N.V.,
Deep Person Identification Using Spatiotemporal Facial Motion Amplification,
ICIP20(1331-1335)
IEEE DOI 2011
Biometrics, Motion Amplification, Facial Blood Flow BibRef

Pistola, T., Papadopoulos, A., Mitianoudis, N., Boulgouris, N.V.,
Biometric Identification Using Facial Motion Amplification,
ICIP19(1695-1699)
IEEE DOI 1910
Biometrics, Motion Amplification, Facial Blood Flow BibRef

Wang, Z., Kao, Y., Hsu, C.,
Vision-Based Heart Rate Estimation Via A Two-Stream CNN,
ICIP19(3327-3331)
IEEE DOI 1910
Remote HR estimation, rPPG, convolutional neural network, low-rank constraint BibRef

Subramaniam, A., Rajitha, K.,
Spectral Reflectance Based Heart Rate Measurement from Facial Video,
ICIP19(3362-3366)
IEEE DOI 1910
HR measurement, Recursive Least Squares filtering, Feature Point Recovery, Illumination Rectification BibRef

Kurihara, K., Sugimura, D., Hamamoto, T.,
Adaptive Fusion of RGB/NIR Signals Based on Face/Background Cross-Spectral Analysis for Heart Rate Estimation,
ICIP19(4534-4538)
IEEE DOI 1910
Remote vital sensing, RGB/NIR camera BibRef

Hernandez-Ortega, J.[Javier], Nagae, S.[Shigenori], Fierrez, J.[Julian], Morales, A.[Aythami],
Quality-Based Pulse Estimation from NIR Face Video with Application to Driver Monitoring,
IbPRIA19(II:108-119).
Springer DOI 1910
BibRef

Ghanadian, H.[Hamideh], Osman, H.A.[Hussein Al],
Non-contact Heart Rate Monitoring Using Multiple RGB Cameras,
CAIP19(II:85-95).
Springer DOI 1909
BibRef

Moço, A., Stuijk, S., van Gastel, M., de Haan, G.,
Impairing Factors in Remote-PPG Pulse Transit Time Measurements on the Face,
Physiological18(1439-14398)
IEEE DOI 1812
Skin, Face, Cameras, Pressure measurement, Arteries, Neck BibRef

Vogels, T., van Gastel, M., Wang, W., de Haan, G.,
Fully-Automatic Camera-Based Pulse-Oximetry During Sleep,
Physiological18(1430-14308)
IEEE DOI 1812
Skin, Sleep, Monitoring, Biomedical monitoring, Image color analysis, Matrix decomposition, Feature extraction BibRef

Gupta, P., Bhowmick, B., Pal, A.,
Exploring the Feasibility of Face Video Based Instantaneous Heart-Rate for Micro-Expression Spotting,
Physiological18(1397-13977)
IEEE DOI 1812
Face, Heart rate, Strain, Encoding, Estimation, Feature extraction, Lighting BibRef

Tang, C., Lu, J., Liu, J.,
Non-contact Heart Rate Monitoring by Combining Convolutional Neural Network Skin Detection and Remote Photoplethysmography via a Low-Cost Camera,
Physiological18(1390-13906)
IEEE DOI 1812
Skin, Heart rate, Monitoring, Cameras, Training, Principal component analysis, Biomedical monitoring BibRef

Zhao, C., Lin, C., Chen, W., Li, Z.,
A Novel Framework for Remote Photoplethysmography Pulse Extraction on Compressed Videos,
Physiological18(1380-138009)
IEEE DOI 1812
Videos, Bit rate, Color, Video compression, Skin, Heart rate, Colored noise BibRef

Hernandez-Ortega, J., Fierrez, J., Morales, A., Tome, P.,
Time Analysis of Pulse-Based Face Anti-Spoofing in Visible and NIR,
Biometrics18(657-6578)
IEEE DOI 1812
Face, Heart rate, Databases, Face recognition, Video sequences, Feature extraction BibRef

Park, J., Sabharwal, A., Veeraraghavan, A.,
Direct-Global Separation for Improved Imaging Photoplethysmography,
Physiological18(1456-145609)
IEEE DOI 1812
Skin, Lighting, Cameras, Signal to noise ratio, Estimation, Photonics, Heart rate BibRef

McDuff, D.,
Deep Super Resolution for Recovering Physiological Information from Videos,
Physiological18(1448-14487)
IEEE DOI 1812
Videos, Spatial resolution, Signal resolution, Heart rate, Skin, Image color analysis BibRef

Fukunishi, M., Kurita, K., Yamamoto, S., Tsumura, N.,
Video Based Measurement of Heart Rate and Heart Rate Variability Spectrogram from Estimated Hemoglobin Information,
Physiological18(1405-14057)
IEEE DOI 1812
Heart rate variability, Skin, Cameras, Stress, Image color analysis, Spectrogram BibRef

Bobbia, S., Luguern, D., Benezeth, Y., Nakamura, K., Gomez, R., Dubois, J.,
Real-Time Temporal Superpixels for Unsupervised Remote Photoplethysmography,
Physiological18(1422-14227)
IEEE DOI 1812
Image segmentation, Real-time systems, Skin, Image color analysis, Sensors, Principal component analysis, Iterative methods BibRef

Niu, X.S.[Xue-Song], Han, H.[Hu], Shan, S.G.[Shi-Guang], Chen, X.L.[Xi-Lin],
SynRhythm: Learning a Deep Heart Rate Estimator from General to Specific,
ICPR18(3580-3585)
IEEE DOI 1812
Heart rate, Face, Estimation, Task analysis, Rhythm, Databases, Training BibRef

Nowara, E.M., Marks, T.K., Mansour, H., Veeraraghavany, A.,
SparsePPG: Towards Driver Monitoring Using Camera-Based Vital Signs Estimation in Near-Infrared,
Physiological18(1353-135309)
IEEE DOI 1812
Computer vision, Pattern recognition, Conferences BibRef

Pilz, C.S., Zaunseder, S., Krajewski, J., Blazek, V.,
Local Group Invariance for Heart Rate Estimation from Face Videos in the Wild,
Physiological18(1335-13358)
IEEE DOI 1812
Heart rate, Skin, Face, Blood, Videos, Magnetic heads BibRef

Lewis, G.F., Davila, M.I., Porges, S.W.,
Novel Algorithms to Monitor Continuous Cardiac Activity with a Video Camera,
Physiological18(1363-13638)
IEEE DOI 1812
Cameras, Face, Biomedical monitoring, Image color analysis, Heart rate variability, Real-time systems, Monitoring BibRef

Rapczynski, M., Zhang, C., Al-Hamadi, A., Notni, G.,
A Multi-Spectral Database for NIR Heart Rate Estimation,
ICIP18(2022-2026)
IEEE DOI 1809
Heart rate, Cameras, Estimation, Wavelength measurement, Measurement uncertainty, Skin, Image color analysis, dataset BibRef

Rapczynski, M., Werner, P., Saxen, F., Al-Hamadi, A.,
How the Region of Interest Impacts Contact Free Heart Rate Estimation Algorithms,
ICIP18(2027-2031)
IEEE DOI 1809
Heart rate, Skin, Estimation, Face, Image color analysis, Forehead, Color, Heart rate estimation, photoplethysmographic, skin segmentation BibRef

Spetlík, R., Cech, J., Matas, J.G.,
Non-Contact Reflectance Photoplethysmography: Progress, Limitations, and Myths,
FG18(702-709)
IEEE DOI 1806
Blood, Heart rate, Light sources, Lighting, Skin, Standards, Video compression, compression, heart rate, photoplethysmography, review BibRef

Zhu, Q., Wong, C.W., Fu, C.H., Wu, M.,
Fitness heart rate measurement using face videos,
ICIP17(2000-2004)
IEEE DOI 1803
Adaptive optics, Face, Frequency estimation, Heart rate, Image color analysis, Motion segmentation, Videos, photoplethysmography (PPG) BibRef

Gupta, P., Bhowmik, B., Pal, A.,
Robust Adaptive Heart-Rate Monitoring Using Face Videos,
WACV18(530-538)
IEEE DOI 1806
BibRef
Earlier:
Accurate heart-rate estimation from face videos using quality-based fusion,
ICIP17(4132-4136)
IEEE DOI 1803
adaptive signal processing, biomedical communication, cardiology, face recognition, image reconstruction, patient monitoring, Videos. Cameras, Color, Estimation, Face, Heart rate, Skin, Color Magnification, Face video, Heart rate, Quality based fusion, Remote PPG BibRef

Boccignone, G.[Giuseppe], Cuculo, V.[Vittorio], Grossi, G.[Giuliano], Lanzarotti, R.[Raffaella], Migliaccio, R.[Raffaella],
Virtual EMG via Facial Video Analysis,
CIAP17(I:197-207).
Springer DOI 1711
BibRef

Pilz, C.S.[Christian S.], Krajewski, J.[Jarek], Blazek, V.[Vladimir],
On the Diffusion Process for Heart Rate Estimation from Face Videos Under Realistic Conditions,
GCPR17(361-373).
Springer DOI 1711
BibRef

Wang, W.J.[Wen-Jin], den Brinker, A.C.[Albertus C.], Stuijk, S.[Sander], de Haan, G.[Gerard],
Color-Distortion Filtering for Remote Photoplethysmography,
FG17(71-78)
IEEE DOI 1707
Band-pass filters, Benchmark testing, Cameras, Color, Distortion, Filtering algorithms, Optical, distortion BibRef

McDuff, D.J., Blackford, E.B., Estepp, J.R.,
The Impact of Video Compression on Remote Cardiac Pulse Measurement Using Imaging Photoplethysmography,
FG17(63-70)
IEEE DOI 1707
Cameras, Image coding, Image color analysis, Physiology, Standards, Streaming media, Video, compression BibRef

Shahu, D., Baxhaku, I., Rakipi, A.,
Non-contact signal detection and processing techniques for cardio-respiratory thoracic activity,
WSSIP17(1-4)
IEEE DOI 1707
Antenna measurements, Biomedical monitoring, Electromagnetics, Heart beat, Monitoring, Reflection coefficient, Thorax, Cardio-respiratory activity, Doppler technology, Electromagnetic model, Respiration, rate, variability BibRef

Villarroel, M., Jorge, J., Pugh, C., Tarassenko, L.,
Non-Contact Vital Sign Monitoring in the Clinic,
FG17(278-285)
IEEE DOI 1707
Biomedical monitoring, Cameras, Electrocardiography, Heart rate, Hospitals, Kidney, Monitoring BibRef

Jorge, J., Villarroel, M., Chaichulee, S., Guazzi, A., Davis, S., Green, G., McCormick, K., Tarassenko, L.,
Non-Contact Monitoring of Respiration in the Neonatal Intensive Care Unit,
FG17(286-293)
IEEE DOI 1707
Biomedical monitoring, Heart rate, IP networks, Image color analysis, Monitoring, Pediatrics, Skin BibRef

Shao, D., Yang, Y., Tsow, F., Liu, C., Tao, N.,
Non-Contact Simultaneous Photoplethysmogram and Ballistocardiogram Video Recording towards Real-Time Blood Pressure and Abnormal Heart Rhythm Monitoring,
FG17(273-277)
IEEE DOI 1707
Biomedical monitoring, Blood pressure, Cameras, Correlation, Electrocardiography, Heart beat, Monitoring BibRef

Chaichulee, S., Villarroel, M., Jorge, J., Arteta, C., Green, G., McCormick, K., Zisserman, A., Tarassenko, L.,
Multi-Task Convolutional Neural Network for Patient Detection and Skin Segmentation in Continuous Non-Contact Vital Sign Monitoring,
FG17(266-272)
IEEE DOI 1707
Cameras, Hospitals, Image color analysis, Image segmentation, Monitoring, Pediatrics, Skin BibRef

Rapczynski, M., Werner, P., Al-Hamadi, A.,
Continuous low latency heart rate estimation from painful faces in real time,
ICPR16(1165-1170)
IEEE DOI 1705
Cameras, Estimation, Heart rate, Passband, Real-time systems, Skin, Table, lookup BibRef

Batra, A.[Anish], Chandra, A.[Ananya], Matoria, V.[Vishal],
Cardiotocography Analysis Using Conjunction of Machine Learning Algorithms,
CMVIT17(1-6)
IEEE DOI 1704
cardiology. Fetal distress. CTG for fetal heart rate. BibRef

Abbas, G., Khan, M.J., Qureshi, R., Khurshid, K.,
Scope of Video Magnification in Human Pulse Rate Estimation,
CMVIT17(69-75)
IEEE DOI 1704
cardiology BibRef

Chen, J., Chang, Z., Qiu, Q., Li, X., Sapiro, G., Bronstein, A., Pietikäinen, M.,
RealSense real heart rate: Illumination invariant heart rate estimation from videos,
IPTA16(1-6)
IEEE DOI 1703
cardiology BibRef

Wang, W., Balmaekers, B., de Haan, G.,
Quality metric for camera-based pulse rate monitoring in fitness exercise,
ICIP16(2430-2434)
IEEE DOI 1610
Light sources BibRef

Chwyl, B., Chung, A.G., Amelard, R., Deglint, J., Clausi, D.A., Wong, A.,
SAPPHIRE: Stochastically acquired photoplethysmogram for heart rate inference in realistic environments,
ICIP16(1230-1234)
IEEE DOI 1610
Bayes methods BibRef

Tulyakov, S.[Sergey], Alameda-Pineda, X., Ricci, E., Yin, L., Cohn, J.F.[Jeffrey F.], Sebe, N.[Nicu],
Self-Adaptive Matrix Completion for Heart Rate Estimation from Face Videos under Realistic Conditions,
CVPR16(2396-2404)
IEEE DOI 1612
See also Viewpoint-Consistent 3D Face Alignment. BibRef

Ženko, J., Kos, M., Kramberger, I.,
Pulse rate variability and blood oxidation content identification using miniature wearable wrist device,
WSSIP16(1-4)
IEEE DOI 1608
biomedical equipment BibRef

Shagholi, A., Charmi, M., Rakhshan, H.,
The effect of the distance from the webcam in heart rate estimation from face video images,
IPRIA15(1-6)
IEEE DOI 1603
cardiology BibRef

Lam, A.[Antony], Kuno, Y.[Yoshinori],
Towards Estimating Heart Rates from Video Under Low Light,
ISVC16(II: 494-503).
Springer DOI 1701
BibRef
Earlier:
Robust Heart Rate Measurement from Video Using Select Random Patches,
ICCV15(3640-3648)
IEEE DOI 1602
Cameras; Databases; Face; Heart rate; Lighting; Robustness; Skin BibRef

Waqar, M.[Muhammad], Tiddeman, B.[Bernard],
Advancements in Contact-free Heart Rate Measurements Using Human Face Videos,
BMVW15(xx-yy).
DOI Link 1601
BibRef

Gunther, J.[Jake], Ruben, N.[Nathan], Moon, T.[Todd],
Model-based (passive) heart rate estimation using remote video recording of moving human subjects illuminated by ambient light,
ICIP15(2870-2874)
IEEE DOI 1512
convex optimization BibRef

Alzahrani, A.[Ahmed], Whitehead, A.[Anthony],
Preprocessing Realistic Video for Contactless Heart Rate Monitoring Using Video Magnification,
CRV15(261-268)
IEEE DOI 1507
Cameras BibRef

Li, X.[Xiaobai], Chen, J.[Jie], Zhao, G.Y.[Guo-Ying], Pietikainen, M.[Matti],
Remote Heart Rate Measurement from Face Videos under Realistic Situations,
CVPR14(4264-4271)
IEEE DOI 1409
BibRef

Gault, T.R.[Travis R.], Farag, A.A.[Aly A.],
A Fully Automatic Method to Extract the Heart Rate from Thermal Video,
PBVS13(336-341)
IEEE DOI 1309
Thermal vision; Vital signs analysis; wavelet transform BibRef

Wei, L.[Lan], Tian, Y.H.[Yong-Hong], Wang, Y.[Yaowei], Ebrahimi, T.[Touradj], Huang, T.J.[Tie-Jun],
Automatic Webcam-Based Human Heart Rate Measurements Using Laplacian Eigenmap,
ACCV12(II:281-292).
Springer DOI 1304
BibRef

Niazi, M.K.K.[Muhammad Khalid Khan], Ibrahim, M.T.[Muhammad Talal], Nilsson, M.F.[Mats F.], Sköld, A.C.[Anna-Carin], Guan, L.[Ling], Nyström, I.[Ingela],
Robust Signal Generation and Analysis of Rat Embryonic Heart Rate in Vitro Using Laplacian Eigenmaps and Empirical Mode Decomposition,
CAIP11(II: 523-530).
Springer DOI 1109
BibRef

Joshi, A.J.[Aniruddha J.], Chandran, S.[Sharat], Jayaraman, V.K., Kulkarni, B.D.,
Arterial Pulse Rate Variability analysis for diagnoses,
ICPR08(1-4).
IEEE DOI 0812
BibRef

Chapter on Medical Applications, CAT, MRI, Ultrasound, Heart Models, Brain Models continues in
Medical Applications -- Magnetic Resonance Imaging, MRI .


Last update:Dec 3, 2020 at 16:16:50