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

Chapter Contents (Back)
Heart Rate. Heart Beat. Pulse Rate. PPG. Plethysmography. Photoplethysmography. Photoplethysmography Breathing, respiration:
See also Lung Motion Analysis, Respiration, Breathing.

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

Kumar, M.[Mayank], Veeraraghavan, A.[Ashok], Sabharwal, A.[Ashutosh],
Contact-free camera measurements of vital signs,
SPIE(Newsroom), December 30, 2015
DOI Link 1602
Advanced algorithms that leverage computer vision and signal processing concepts are used to estimate vital signs from small changes in skin color. BibRef

Lv, H.[Hao], Qi, F.[Fugui], Zhang, Y.[Yang], Jiao, T.[Teng], Liang, F.[Fulai], Li, Z.[Zhao], Wang, J.Q.[Jian-Qi],
Improved Detection of Human Respiration Using Data Fusion Based on a Multistatic UWB Radar,
RS(8), No. 9, 2016, pp. 773.
DOI Link 1610
BibRef

Lu, G.H.[Guo-Hua], Yang, F.[Fang], Jing, X.J.[Xi-Jing], Wang, J.Q.[Jian-Qi],
Contact-free measurement of heartbeat signal via a doppler radar using adaptive filtering,
IASP10(89-92).
IEEE DOI 1004
BibRef

Tayaranian Hosseini, S.M.A.[S.M. Ali], Amindavar, H.[Hamidreza], Amirmazlaghani, M.[Maryam],
A New Robust Vital Sign Detection in Complex Environments Using Ultrawideband Radar,
GeoRS(54), No. 11, November 2016, pp. 6771-6782.
IEEE DOI 1610
Clutter Respiratory movement. 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

Chen, Y.Y.[Yang-Yi], Lin, C.L.[Chun-Liang], Lin, Y.C.[Yu-Cheng], Zhao, C.C.[Chang-Chen],
Non-invasive detection of alcohol concentration based on photoplethysmogram signals,
IET-IPR(12), No. 2, February 2018, pp. 188-193.
DOI Link 1801
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.B.[Pei-Bei], Xia, W.J.[Wei-Jie], 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

Mary, M.C.H.[M. C. Helen], Singh, D.[Dilbag], Deepak, K.K.,
Detecting changes in cardiovascular interaction during postural stress using directed coherence,
SIViP(13), No. 8, November 2019, pp. 1521-1528.
Springer DOI 1911
Detect and quantify directional interaction among heart rate, systolic blood pressure and respiratory signal during postural stress. 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

Li, J.W.[Jia-Wei], Wang, G.J.[Gui-Jin], Chen, M.[Ming], Ding, Z.J.[Zi-Jian], Yang, H.Z.[Hua-Zhong],
Mixup Asymmetric Tri-Training for Heartbeat Classification Under Domain Shift,
SPLetters(28), 2021, pp. 718-722.
IEEE DOI 2105
Heart beat, Electrocardiography, Training, Adaptation models, Labeling, Heart rate variability, Testing, Asymmetric tri-training, unsupervised domain adaptation BibRef

Naya, K.[Kagome], Miyazaki, T.[Toshiaki], Li, P.[Peng],
Non-Invasive Monitoring of Respiratory Rate and Respiratory Status during Sleep Using a Passive Radio-Frequency Identification System,
IEICE(E104-D), No. 5, May 2021, pp. 762-771.
WWW Link. 2105
BibRef

Rawal, K.[Kirti], Sethi, G.[Gaurav],
Design of Matched Wavelet Using Improved Genetic Algorithm for Heart Rate Variability Analysis of the Menstrual Cycle,
IJIG(21), No. 3, July 2021, pp. 2150030.
DOI Link 2107
BibRef

Kurihara, K.[Kosuke], Sugimura, D.[Daisuke], Hamamoto, T.[Takayuki],
Non-Contact Heart Rate Estimation via Adaptive RGB/NIR Signal Fusion,
IP(30), 2021, pp. 6528-6543.
IEEE DOI 2108
BibRef
Earlier:
Adaptive Fusion of RGB/NIR Signals Based on Face/Background Cross-Spectral Analysis for Heart Rate Estimation,
ICIP19(4534-4538)
IEEE DOI 1910
Estimation, Lighting, Faces, Videos, Cameras, Heart rate, Sensors, Remote vital sensing, RGB/NIR camera, varying illumination. BibRef

Tran, Q.V.[Quoc-Viet], Su, S.F.[Shun-Feng], Sun, W.[Wei], Tran, M.Q.[Minh-Quang],
Adaptive Pulsatile Plane for Robust Noncontact Heart Rate Monitoring,
SMCS(51), No. 9, September 2021, pp. 5587-5599.
IEEE DOI 2108
Skin, Color, Cameras, Heart rate, Principal component analysis, Monitoring, Face, Heart rate monitoring, motion resistance, remote photoplethysmography (rPPG) BibRef

Speth, J.[Jeremy], Vance, N.[Nathan], Flynn, P.J.[Patrick J.], Bowyer, K.W.[Kevin W.], Czajka, A.[Adam],
Unifying frame rate and temporal dilations for improved remote pulse detection,
CVIU(210), 2021, pp. 103246.
Elsevier DOI 2109
Remote photoplethysmography, Face video, Physiological monitoring, Spatiotemporal modeling, Pulse detection BibRef

Spangler, D.P.[Derek P.], Alam, S.[Sazedul], Rahman, S.[Saad], Crone, J.[Joshua], Robucci, R.[Ryan], Banerjee, N.[Nilanjan], Kerick, S.E.[Scott E.], Brooks, J.R.[Justin R.],
Multilevel Longitudinal Analysis of Shooting Performance as a Function of Stress and Cardiovascular Responses,
AffCom(12), No. 3, July 2021, pp. 648-665.
IEEE DOI 2109
Task analysis, Physiology, Training, Stress, Oscillators, Blood pressure, Affective computing, Stress autonomic, shooting performance BibRef

Yang, X.Z.[Xiu-Zhu], Zhang, X.Y.[Xin-Yue], Ding, Y.[Yi], Zhang, L.[Lin],
Indoor Activity and Vital Sign Monitoring for Moving People with Multiple Radar Data Fusion,
RS(13), No. 18, 2021, pp. xx-yy.
DOI Link 2109
BibRef

Bønnelycke, E.M.S.[Eva-Maria S.], Hastie, G.D.[Gordon D.], Bennett, K.A.[Kimberley A.], Kainerstorfer, J.M.[Jana M.], Milne, R.[Ryan], Moss, S.E.W.[Simon E. W.], Ruesch, A.[Alexander], Wu, J.Y.[Jing-Yi], McKnight, J.C.[J. Chris],
Wearable Near-Infrared Spectroscopy as a Physiological Monitoring Tool for Seals under Anaesthesia,
RS(13), No. 18, 2021, pp. xx-yy.
DOI Link 2109
BibRef

Gouveia, C.[Carolina], Albuquerque, D.[Daniel], Vieira, J.[José], Pinho, P.[Pedro],
Dynamic Digital Signal Processing Algorithm for Vital Signs Extraction in Continuous-Wave Radars,
RS(13), No. 20, 2021, pp. xx-yy.
DOI Link 2110
BibRef

Yu, Z.T.[Zi-Tong], Li, X.B.[Xiao-Bai], Zhao, G.Y.[Guo-Ying],
Facial-Video-Based Physiological Signal Measurement: Recent advances and affective applications,
SPMag(38), No. 6, November 2021, pp. 50-58.
IEEE DOI 2112
Performance evaluation, Current measurement, Signal processing, Photoplethysmography, Sensors, Velocity measurement, Physiology BibRef

Yu, Z.T.[Zi-Tong], Shen, Y.M.[Yu-Ming], Shi, J.G.[Jin-Gang], Zhao, H.S.[Heng-Shuang], Cui, Y.W.[Ya-Wen], Zhang, J.H.[Jie-Hua], Torr, P.H.S.[Philip H.S.], Zhao, G.Y.[Guo-Ying],
PhysFormer++: Facial Video-Based Physiological Measurement with SlowFast Temporal Difference Transformer,
IJCV(131), No. 6, June 2023, pp. 1307-1330.
Springer DOI 2305
BibRef
Earlier: A1, A2, A3, A4, A7, A8, Only:
PhysFormer: Facial Video-based Physiological Measurement with Temporal Difference Transformer,
CVPR22(4176-4186)
IEEE DOI 2210
Heart, Deep learning, Frequency-domain analysis, Interference, Transformers, Photoplethysmography, Face and gestures, Biometrics, Video analysis and understanding BibRef

Wu, C.L.[Chun-Lei], Yuan, Z.[Ziyu], Wan, S.H.[Shao-Hua], Wang, L.Q.[Lei-Quan], Zhang, W.S.[Wei-Shan],
Anti-Jamming Heart Rate Estimation Using a Spatial-Temporal Fusion Network,
CVIU(216), 2022, pp. 103327.
Elsevier DOI 2202
Remote heart rate estimation, Face detection, rPPG BibRef

Charlton, P.H.[Peter H.], Kyriacou, P.A.[Panicos A.], Mant, J.[Jonathan], Marozas, V.[Vaidotas], Chowienczyk, P.[Phil], Alastruey, J.[Jordi],
Wearable Photoplethysmography for Cardiovascular Monitoring,
PIEEE(110), No. 3, March 2022, pp. 355-381.
IEEE DOI 2203
Reflectivity, Wearable computers, Signal processing algorithms, Optical variables measurement, Photoplethysmography, smartwatch BibRef

Fernando, T.[Tharindu], Sridharan, S.[Sridha], Denman, S.[Simon], Fookes, C.[Clinton],
Split 'n' merge net: A dynamic masking network for multi-task attention,
PR(126), 2022, pp. 108551.
Elsevier DOI 2204
Multi-task learning, Attention, Cuffless blood pressure measurement, Emotion recognition BibRef

Nowara, E.M.[Ewa M.], Marks, T.K.[Tim K.], Mansour, H.[Hassan], Veeraraghavan, A.[Ashok],
Near-Infrared Imaging Photoplethysmography During Driving,
ITS(23), No. 4, April 2022, pp. 3589-3600.
IEEE DOI 2204
Cameras, Automobiles, Lighting, Vehicles, Faces, Robustness, Heart rate, Remote photoplethysmography, imaging photoplethysmography, driver monitoring BibRef

Paracchini, M.[Marco], Marcon, M.[Marco], Villa, F.[Federica], Cusini, I.[Iris], Tubaro, S.[Stefano],
Fast Skin Segmentation on Low-Resolution Grayscale Images for Remote PhotoPlethysmoGraphy,
MultMedMag(29), No. 1, January 2022, pp. 28-35.
IEEE DOI 2205
Skin, Convolutional neural networks, Image segmentation, Faces, Gray-scale, Image color analysis, Biomedical image processing BibRef

Liu, C.Y.[Chun-Ying], Yu, J.J.[Ji-Jiang], Huang, Y.[Yuwen], Huang, F.X.[Fu-Xian],
Time-frequency fusion learning for photoplethysmography biometric recognition,
IET-Bio(11), No. 3, 2022, pp. 187-198.
DOI Link 2205
BibRef

Donida Labati, R.[Ruggero], Piuri, V.[Vincenzo], Rundo, F.[Francesco], Scotti, F.[Fabio],
Photoplethysmographic biometrics: A comprehensive survey,
PRL(156), 2022, pp. 119-125.
Elsevier DOI 2205
Biometrics, Pletismography, PPG, Survey BibRef

Ross, A.[Arun], Banerjee, S.[Sudipta], Chowdhury, A.[Anurag],
Deducing health cues from biometric data,
CVIU(221), 2022, pp. 103438.
Elsevier DOI 2206
Biometrics, Healthcare, Machine learning, Privacy BibRef

Yang, Z.[Ze], Wang, H.[Haofei], Lu, F.[Feng],
Assessment of Deep Learning-Based Heart Rate Estimation Using Remote Photoplethysmography Under Different Illuminations,
HMS(52), No. 6, December 2022, pp. 1236-1246.
IEEE DOI 2212
Remote sensing, Photoplethysmography, Deep learning, Heart rate, Face recognition, Biomedical monitoring, Image color analysis, remote heart rate (HR) estimation BibRef

Song, R.[Rencheng], Sun, X.X.[Xiao-Xue], Cheng, J.[Juan], Yang, X.Z.[Xue-Zhi], Chen, X.[Xun],
Video-Based Heart Rate Measurement Against Uneven Illuminations Using Multivariate Singular Spectrum Analysis,
SPLetters(29), 2022, pp. 2223-2227.
IEEE DOI 2212
Heart rate, Lighting, Databases, Heart beat, Correlation, Telemedicine, Spectral analysis, Remote photoplethysmography, uneven illumination BibRef

Kim, H.[Hodam], Kim, S.[Suhye], Kim, H.M.[Hong-Min], Ji, Y.S.[Young-Soo], Im, C.H.[Chang-Hwan],
Modulation of Driver's Emotional States by Manipulating In-Vehicle Environment: Validation With Biosignals Recorded in An Actual Car Environment,
AffCom(13), No. 4, October 2022, pp. 1783-1792.
IEEE DOI 2212
Vehicles, Color, Lighting, Ventilation, Electroencephalography, Automobiles, Music, Driving safety, Emotion, Machine learning, photoplethysmogram (PPG) BibRef

McDuff, D.[Daniel],
Camera Measurement of Physiological Vital Signs,
Surveys(55), No. 9, January 2023, pp. xx-yy.
DOI Link 2302
Survey, Photoplethysmography. signal processing, machine learning, Physiology, thermal imaging BibRef

Yamashita, M.[Masaru],
Acoustic HMMs to Detect Abnormal Respiration with Limited Training Data,
IEICE(E106-D), No. 3, March 2023, pp. 374-380.
WWW Link. 2303
BibRef

Yang, J.W.[Jia-Wei], Choudhary, G.I.[Gulraiz I.], Rahardja, S.[Susanto], Fränti, P.[Pasi],
Classification of Interbeat Interval Time-Series Using Attention Entropy,
AffCom(14), No. 1, January 2023, pp. 321-330.
IEEE DOI 2303
Entropy, Heart rate variability, Delays, Complexity theory, Time-frequency analysis, Diseases, Attention entropy, synthetic signals BibRef

Rissler, R.[Raphael], Nadj, M.[Mario], Li, M.X.[Maximilian X.], Loewe, N.[Nico], Knierim, M.T.[Michael T.], Maedche, A.[Alexander],
To Be or Not to Be in Flow at Work: Physiological Classification of Flow Using Machine Learning,
AffCom(14), No. 1, January 2023, pp. 463-474.
IEEE DOI 2303
Heart rate variability, Physiology, Task analysis, Information systems, Real-time systems, Particle measurements, lab experiment BibRef

Paterniani, G.[Giacomo], Sgreccia, D.[Daria], Davoli, A.[Alessandro], Guerzoni, G.[Giorgio], di Viesti, P.[Pasquale], Valenti, A.C.[Anna Chiara], Vitolo, M.[Marco], Vitetta, G.M.[Giorgio M.], Boriani, G.[Giuseppe],
Radar-Based Monitoring of Vital Signs: A Tutorial Overview,
PIEEE(111), No. 3, March 2023, pp. 277-317.
IEEE DOI 2303
Radar, Monitoring, Radar antennas, Antenna arrays, Estimation, Tutorials, Heart, MIMO, Biomedical monitoring, Health monitoring, vital signs BibRef

Li, B.[Bin], Zhang, P.P.[Pan-Pan], Peng, J.Y.[Jin-Ye], Fu, H.[Hong],
Non-contact PPG signal and heart rate estimation with multi-hierarchical convolutional network,
PR(139), 2023, pp. 109421.
Elsevier DOI 2304
Remote heart rate measurement, Multi-hierarchical feature fusion, Spatio-temporal convolution BibRef

Islam, S.M.M.[Shekh Md Mahmudul], Molinaro, N.[Nunzia], Silvestri, S.[Sergio], Schena, E.[Emiliano], Massaroni, C.[Carlo],
Respiratory Feature Extraction for Contactless Breathing Pattern Recognition Using a Single Digital Camera,
HMS(53), No. 3, June 2023, pp. 642-651.
IEEE DOI 2306
Feature extraction, Biomedical monitoring, Digital cameras, Time-domain analysis, Monitoring, Time measurement, Standards, respiratory features BibRef

Zhao, C.C.[Chang-Chen], Wang, H.S.[Hong-Sheng], Chen, H.L.[Hui-Ling], Shi, W.W.[Wei-Wei], Feng, Y.J.[Yuan-Jing],
JAMSNet: A Remote Pulse Extraction Network Based on Joint Attention and Multi-Scale Fusion,
CirSysVideo(33), No. 6, June 2023, pp. 2783-2797.
IEEE DOI 2306
Feature extraction, Heart rate, Data mining, Source separation, Motion artifacts, Convolution, Skin, joint attention BibRef

Hu, B.[Bojun], Jin, B.[Biao], Xue, H.[Hao], Zhang, Z.K.[Zhen-Kai], Xu, Z.Y.[Zhao-Yang], Zhu, X.H.[Xiao-Hua],
Heartbeat information prediction based on transformer model using millimetre-wave radar,
IET-Bio(12), No. 4, 2023, pp. 235-243.
DOI Link 2308
ECG biometrics, Fourier transforms, low-pass filters, medical signal processing, neural nets, signal processing for biometrics BibRef

Zhang, X.[Xiaobiao], Xia, Z.Q.[Zhao-Qiang], Liu, L.[Lili], Feng, X.Y.[Xiao-Yi],
Demodulation Based Transformer for rPPG Generation and Heart Rate Estimation,
SPLetters(30), 2023, pp. 1042-1046.
IEEE DOI 2309
BibRef

Yue, Z.J.[Zi-Jie], Shi, M.J.[Miao-Jing], Ding, S.[Shuai],
Facial Video-Based Remote Physiological Measurement via Self-Supervised Learning,
PAMI(45), No. 11, November 2023, pp. 13844-13859.
IEEE DOI 2310
BibRef

Chang, W.T.[Wei-Ting], Lin, B.S.[Bor-Shing], Chen, Y.L.[Yung-Lin], Chen, H.Y.[Heng-Yin], Liu, C.[Chengyu], Hwang, Y.T.[Yi-Ting], Lin, B.S.[Bor-Shyh],
Design of Smart Clothing With Automatic Cardiovascular Diseases Detection,
HMS(53), No. 5, October 2023, pp. 905-914.
IEEE DOI 2310
BibRef

Liu, S.Q.[Si-Qi], Yuen, P.C.[Pong C.],
Robust Remote Photoplethysmography Estimation With Environmental Noise Disentanglement,
IP(33), 2024, pp. 27-41.
IEEE DOI 2312
BibRef

Lin, D.M.[Dong-Mei], Wang, H.[Hengkun], Zhang, A.[Aihua], Gu, J.[Jason], Chen, X.L.[Xiao-Lei], Li, C.[Ce], Ma, Y.[Yurun],
Non-invasive measurement of blood pressure waveform based on spatiotemporal multi-dimensional pulse waves,
IJIST(34), No. 2, 2024, pp. e22991.
DOI Link 2402
Bi-directional long-short-term memory (BiLSTM) networks, blood pressure (BP) waveform, vision-based non-invasive measurement BibRef

Tan, X.D.[Xu-Dong], Hu, M.[Menghan], Zhai, G.T.[Guang-Tao], Zhu, Y.[Yan], Li, W.F.[Wen-Fang], Zhang, X.P.[Xiao-Ping],
Lightweight Video-Based Respiration Rate Detection Algorithm: An Application Case on Intensive Care,
MultMed(26), 2024, pp. 1761-1775.
IEEE DOI 2402
Feature extraction, Optical flow, Estimation, Temperature measurement, Signal detection, Videos, Cameras, respiratory rate measurements BibRef


Li, Z.H.[Zhi-Hua], Yin, L.J.[Li-Jun],
Contactless Pulse Estimation Leveraging Pseudo Labels and Self-Supervision,
ICCV23(20531-20540)
IEEE DOI 2401
BibRef

Yang, G.[Gengqian], Metcalfe, B.[Benjamin], Watson, R.[Robert], Evans, A.[Adrian],
Non-contact Heart Rate Monitoring: A Comparative Study of Computer Vision and Radar Approaches,
CVS23(74-87).
Springer DOI 2312
BibRef

Shenoy, V.R.[Vineet R.], Marks, T.K.[Tim K.], Mansour, H.[Hassan], Lohit, S.[Suhas],
Unrolled iPPG: Video Heart Rate Estimation via Unrolling Proximal Gradient Descent,
ICIP23(2715-2719)
IEEE DOI 2312
BibRef

Wang, K.[Kai], Liu, X.H.[Xiao-Hong], Luo, Z.C.[Zheng-Chao], Feng, F.[Fajin], Wang, G.Y.[Guang-Yu],
TAMM: A Task-Adaptive Multi-Modal Fusion Network for Facial-Related Health Assessments on 3D Facial Images,
ICIP23(1670-1674)
IEEE DOI 2312
BibRef

Du, J.[Jingda], Liu, S.Q.[Si-Qi], Zhang, B.[Bochao], Yuen, P.C.[Pong C.],
Dual-bridging with Adversarial Noise Generation for Domain Adaptive rPPG Estimation,
CVPR23(10355-10364)
IEEE DOI 2309
BibRef

Speth, J.[Jeremy], Vance, N.[Nathan], Flynn, P.[Patrick], Czajka, A.[Adam],
Non-Contrastive Unsupervised Learning of Physiological Signals from Video,
CVPR23(14464-14474)
IEEE DOI 2309
BibRef

Li, F.[Fulan], Thapa, S.[Surendrabikram], Bhat, S.[Shreyas], Sarkar, A.[Abhijit], Abbott, A.L.[A. Lynn],
A Temporal Encoder-Decoder Approach to Extracting Blood Volume Pulse Signal Morphology from Face Videos,
CVPM23(5965-5974)
IEEE DOI 2309
BibRef

Carter, J.[Jonathan], Jorge, J.[João], Venugopal, B.[Bindia], Gibson, O.[Oliver], Tarassenko, L.[Lionel],
Deep Learning-Enabled Sleep Staging From Vital Signs and Activity Measured Using a Near-Infrared Video Camera,
CVPM23(5940-5949)
IEEE DOI 2309
BibRef

Qiu, C.C.[Chu Chu], Chin, J.W.[Jing Wei], Wong, K.L.[Kwan Long], Chan, T.T.[Tsz Tai], He, Y.D.[Yu Dong], So, R.H.Y.[Richard H. Y.],
Remote mass facial temperature screening in varying ambient temperatures and distances,
CVPM23(6068-6076)
IEEE DOI 2309
BibRef

Odinaev, I.[Ismoil], Chin, J.W.[Jing Wei], Luo, K.H.[Kin Ho], Ke, Z.[Zhang], SO, R.H.Y.[Richard H.Y.], Wong, K.L.[Kwan Long],
Optimizing Camera Exposure Control Settings for Remote Vital Sign Measurements in Low-Light Environments,
CVPM23(6086-6093)
IEEE DOI 2309
BibRef

Chen, S.T.[Shu-Tao], Ho, S.K.[Sui Kei], Chin, J.W.[Jing Wei], Luo, K.H.[Kin Ho], Chan, T.T.[Tsz Tai], So, R.H.Y.[Richard H.Y.], Wong, K.L.[Kwan Long],
Deep learning-based image enhancement for robust remote photoplethysmography in various illumination scenarios,
CVPM23(6077-6085)
IEEE DOI 2309
BibRef

Hansen, P.[Patrik], Lozano, M.G.[Marianela García], Kamrani, F.[Farzad], Brynielsson, J.[Joel],
Real-Time Estimation of Heart Rate in Situations Characterized by Dynamic Illumination using Remote Photoplethysmography,
CVPM23(6094-6103)
IEEE DOI 2309
BibRef

Lee, J.S.[Jun Seong], Hwang, G.[Gyutae], Ryu, M.[Moonwook], Lee, S.J.[Sang Jun],
LSTC-rPPG: Long Short-Term Convolutional Network for Remote Photoplethysmography,
CVPM23(6015-6023)
IEEE DOI 2309
BibRef

Niu, L.[Lu], Speth, J.[Jeremy], Vance, N.[Nathan], Sporrer, B.[Ben], Czajka, A.[Adam], Flynn, P.[Patrick],
Full-Body Cardiovascular Sensing with Remote Photoplethysmography,
CVPM23(5994-6004)
IEEE DOI 2309
BibRef

Vance, N.[Nathan], Speth, J.[Jeremy], Sporrer, B.[Benjamin], Flynn, P.[Patrick],
Promoting Generalization in Cross-Dataset Remote Photoplethysmography,
CVPM23(5985-5993)
IEEE DOI 2309
BibRef

Deshpande, Y.[Yogesh], Thapa, S.[Surendrabikram], Sarkar, A.[Abhijit], Abbott, A.L.[A. Lynn],
Camera-based Recovery of Cardiovascular Signals from Unconstrained Face Videos using an Attention Network,
CVPM23(5975-5984)
IEEE DOI 2309
BibRef

Liu, Z.[Zimeng], Huang, B.[Bin], Lin, C.L.[Chun-Liang], Wu, C.L.[Chieh-Liang], Zhao, C.C.[Chang-Chen], Chao, W.C.[Wen-Cheng], Wu, Y.C.[Yu-Cheng], Zheng, Y.[Yadan], Wang, Z.[Zhiru],
Contactless Respiratory Rate Monitoring For ICU Patients Based On Unsupervised Learning,
CVPM23(6005-6014)
IEEE DOI 2309
BibRef

Zhalbekov, I.[Iskander], Beynenson, L.[Leonid], Trushkov, A.[Alexey], Bulychev, I.[Ivan], Yin, W.[Wenshuai],
Frequency Tracker for Unsupervised Heart Rate Estimation,
CVPM23(6024-6033)
IEEE DOI 2309
BibRef

Kowalczyk, N.[Natalia], Ruminski, J.[Jacek],
Respiratory Rate Estimation Based on Detected Mask Area in Thermal Images,
CVPM23(6042-6051)
IEEE DOI 2309
BibRef

van Putten, L.D., Bamford, K.E.,
Improving Systolic Blood Pressure Prediction from Remote Photoplethysmography Using a Stacked Ensemble Regressor,
CVPM23(5957-5964)
IEEE DOI 2309
BibRef

Rubins, U.[Uldis], Miscuks, A.[Aleksejs], Qawqzeh, Y.[Yousef], Marcinkevics, Z.[Zbignevs], Grabovskis, A.[Andris],
Photoplethysmography imaging algorithm for real-time monitoring of skin perfusion maps,
CVPM23(5950-5956)
IEEE DOI 2309
BibRef

Ambita, A.A.E.[Ara Abigail E.], Co, C.S.[Catherine S.], David, L.T.[Laura T.], Ferrera, C.M.[Charissa M.], Naval Jr., P.C.[Prospero C.],
Multispectral-based Imaging and Machine Learning for Noninvasive Blood Loss Estimation,
ACCV22(II:171-186).
Springer DOI 2307
BibRef

Riani, K.[Kais], Sharak, S.[Salem], Abouelenien, M.[Mohamed], Burzo, M.[Mihai], Mihalcea, R.[Rada], Elson, J.[John], Maranville, C.[Clay], Prakah-Asante, K.[Kwaku], Manzoor, W.[Waqas],
Non-Contact Based Modeling of Enervation,
FG23(1-8)
IEEE DOI 2303
Temperature sensors, Heart rate, Pipelines, Physiology, Skin, Stability analysis, Thermal analysis BibRef

Das, A.[Abhijit], Lu, H.[Hao], Han, H.[Hu], Dantcheva, A.[Antitza], Shan, S.G.[Shi-Guang], Chen, X.L.[Xi-Lin],
BVPNet: Video-to-BVP Signal Prediction for Remote Heart Rate Estimation,
FG21(01-08)
IEEE DOI 2303
Heart rate, Face recognition, Frequency-domain analysis, Estimation, Gesture recognition, Photoplethysmography BibRef

Liu, X.[Xin], Hill, B.[Brian], Jiang, Z.H.[Zi-Heng], Patel, S.[Shwetak], McDuff, D.[Daniel],
EfficientPhys: Enabling Simple, Fast and Accurate Camera-Based Cardiac Measurement,
WACV23(4997-5006)
IEEE DOI 2302
Performance evaluation, Computational modeling, Image edge detection, Machine learning, Transformers, body pose BibRef

Gupta, A.K.[Anup Kumar], Kumar, R.[Rupesh], Birla, L.[Lokendra], Gupta, P.[Puneet],
RADIANT: Better rPPG estimation using signal embeddings and Transformer,
WACV23(4965-4975)
IEEE DOI 2302
Heart rate, Image color analysis, Estimation, Transformers, Feature extraction, Convolutional neural networks, Applications: Biomedical/healthcare/medicine BibRef

Birla, L.[Lokendra], Shukla, S.[Sneha], Gupta, A.K.[Anup Kumar], Gupta, P.[Puneet],
ALPINE: Improving Remote Heart Rate Estimation using Contrastive Learning,
WACV23(5018-5027)
IEEE DOI 2302
Heart rate, Training, Diversity reception, Estimation, Transformers, Skin, Plethysmography, Applications: Biomedical/healthcare/medicine BibRef

Lan, E.[Ella],
Performer: A Novel PPG-to-ECG Reconstruction Transformer for a Digital Biomarker of Cardiovascular Disease Detection,
WACV23(1990-1998)
IEEE DOI 2302
Point of care, Prototypes, Electrocardiography, Signal processing, Transformers, Photoplethysmography, Vision + language and/or other modalities BibRef

Hsieh, C.J.[Cheng-Ju], Chung, W.H.[Wei-Hao], Hsu, C.T.[Chiou-Ting],
Augmentation of rPPG Benchmark Datasets: Learning to Remove and Embed rPPG Signals via Double Cycle Consistent Learning from Unpaired Facial Videos,
ECCV22(XVI:372-387).
Springer DOI 2211

WWW Link. BibRef

Li, T.[Tingle], Liu, Y.C.[Yi-Chen], Owens, A.[Andrew], Zhao, H.[Hang],
Learning Visual Styles from Audio-Visual Associations,
ECCV22(XXXVII:235-252).
Springer DOI 2211
BibRef

Choi, J.H.[Jae-Ho], Kang, K.B.[Ki-Bong], Kim, K.T.[Kyung-Tae],
Remote Respiration Monitoring of Moving Person Using Radio Signals,
ECCV22(XXXVII:253-270).
Springer DOI 2211
BibRef

Napolean, Y., Marwade, A., Tomen, N., Alkemade, P., Eijsvogels, T., van Gemert, J.C.,
Heart rate estimation in intense exercise videos,
ICIP22(3933-3937)
IEEE DOI 2211
Heart rate, Degradation, Tracking, Pipelines, Estimation, Cameras, Task analysis, Heart rate estimation, challenging new dataset, spatio-temporal superpixels BibRef

Huang, G.[Guanhao], Lu, H.[Hong], Zhu, X.[Xing], Luo, J.J.[Jing-Jing],
3DCNN-Based Palpation Localization with Temporal Attention Module,
ICIP22(871-875)
IEEE DOI 2211
Wrist, Location awareness, Image resolution, Image analysis, Telemedicine, Medical treatment, Physiology, TCM, Pulse Localization, Temporal Attention BibRef

Sun, Z.D.[Zhao-Dong], Li, X.B.[Xiao-Bai],
Contrast-Phys: Unsupervised Video-Based Remote Physiological Measurement via Spatiotemporal Contrast,
ECCV22(XII:492-510).
Springer DOI 2211
BibRef

Niu, X.S.[Xue-Song], Yu, Z.T.[Zi-Tong], Han, H.[Hu], Li, X.B.[Xiao-Bai], Shan, S.G.[Shi-Guang], Zhao, G.Y.[Guo-Ying],
Video-based Remote Physiological Measurement via Cross-verified Feature Disentangling,
ECCV20(II:295-310).
Springer DOI 2011
BibRef

Wang, Z.[Zhen], Ba, Y.H.[Yun-Hao], Chari, P.[Pradyumna], Bozkurt, O.D.[Oyku Deniz], Brown, G.[Gianna], Patwa, P.[Parth], Vaddi, N.[Niranjan], Jalilian, L.[Laleh], Kadambi, A.[Achuta],
Synthetic Generation of Face Videos with Plethysmograph Physiology,
CVPR22(20555-20564)
IEEE DOI 2210
Face recognition, Telemedicine, Sociology, Photoplethysmography, Skin, Synchronization, Biomedical monitoring, Medical, Image and video synthesis and generation BibRef

Botina-Monsalve, D., Benezeth, Y., Miteran, J.,
RTrPPG: An Ultra Light 3DCNN for Real-Time Remote Photoplethysmography,
CVPM22(2145-2153)
IEEE DOI 2210
Time-frequency analysis, Image color analysis, Computational modeling, Graphics processing units, Real-time systems BibRef

Iuchi, K.[Kaito], Miyazaki, R.[Ryogo], Cardoso, G.C.[George C.], Ogawa-Ochiai, K.[Keiko], Tsumura, N.[Norimichi],
Remote Estimation of Continuous Blood Pressure by a Convolutional Neural Network Trained on Spatial Patterns of Facial Pulse Waves,
CVPM22(2138-2144)
IEEE DOI 2210
Correlation coefficient, Interpolation, Face recognition, Conferences, Estimation, Blood pressure BibRef

Wu, B.F.[Bing-Fei], Chiu, L.W.[Li-Wen], Wu, Y.C.[Yi-Chiao], Lai, C.C.[Chun-Chih], Chu, P.H.[Pao-Hsien],
Contactless Blood Pressure Measurement via Remote Photoplethysmography with Synthetic Data Generation Using Generative Adversarial Network,
CVPM22(2129-2137)
IEEE DOI 2210
Training, Interference, Photoplethysmography, Generative adversarial networks, Blood pressure, Pattern recognition BibRef

Liu, X.[Xin], Zhang, M.C.[Ming-Chuan], Jiang, Z.H.[Zi-Heng], Patel, S.[Shwetak], McDuff, D.[Daniel],
Federated Remote Physiological Measurement with Imperfect Data,
CVPM22(2154-2163)
IEEE DOI 2210
Training, Performance evaluation, Training data, Collaborative work, Sensors, Noise measurement, Biomedical monitoring BibRef

Wong, K.L.[Kwan Long], Chin, J.W.[Jing Wei], Chan, T.T.[Tsz Tai], Odinaev, I.[Ismoil], Suhartono, K.[Kristian], Kang, T.Q.[Tian-Qu], So, R.H.Y.[Richard H. Y.],
Optimising rPPG Signal Extraction by Exploiting Facial Surface Orientation,
CVPM22(2164-2170)
IEEE DOI 2210
Forehead, Correlation, Face recognition, Cameras, Photoplethysmography BibRef

Schrumpf, F.[Fabian], Serdack, P.R.[Paul Rudi], Fuchs, M.[Mirco],
Regression or Classification? Reflection on BP prediction from PPG data using Deep Neural Networks in the scope of practical applications,
CVPM22(2171-2180)
IEEE DOI 2210
Heart rate, Deep learning, Neural networks, Estimation, Computer architecture BibRef

Comas, J.[Joaquim], Ruiz, A.[Adrià], Sukno, F.[Federico],
Efficient Remote Photoplethysmography with Temporal Derivative Modules and Time-Shift Invariant Loss,
CVPM22(2181-2190)
IEEE DOI 2210
Training, Adaptation models, Convolution, Computational modeling, Estimation, Photoplethysmography, Time division multiplexing BibRef

Kossack, B.[Benjamin], Wisotzky, E.[Eric], Eisert, P.[Peter], Schraven, S.P.[Sebastian P.], Globke, B.[Brigitta], Hilsmann, A.[Anna],
Perfusion assessment via local remote photoplethysmography (rPPG),
CVPM22(2191-2200)
IEEE DOI 2210
Visualization, Surgery, Authentication, Photoplethysmography, Skin, Pattern recognition, Monitoring BibRef

Sabour, R.M.[Rita Meziati], Benezeth, Y.[Yannick],
Gated Recurrent Unit-Based RNN for Remote Photoplethysmography Signal Segmentation,
CVPM22(2201-2209)
IEEE DOI 2210
Computer network reliability, Neural networks, Electrocardiography, Logic gates, Photoplethysmography, Skin, Pattern recognition BibRef

Bukum, K.[Kamil], Savur, C.[Celal], Tsouri, G.R.[Gill R.],
Deep Learning Classifier for Advancing Video Monitoring of Atrial Fibrillation,
CVPM22(2210-2218)
IEEE DOI 2210
Deep learning, Costs, Webcams, Atrial fibrillation, Benchmark testing, Electrocardiography, Skin BibRef

Akaho, R.[Rina], Yoshioka, M.[Mototaka],
Strain Detection based on Breath and Motion Features Obtained by a Force Sensor for Smart Toilet Systems,
CVPM22(2113-2120)
IEEE DOI 2210
Conferences, Windings, Time series analysis, Medical services, Feature extraction, Microwave theory and techniques, Pattern recognition BibRef

Gao, H.Y.[Hao-Yuan], Wu, X.P.[Xiao-Pei], Geng, J.D.[Ji-Dong], Lv, Y.[Yang],
Remote Heart Rate Estimation by Signal Quality Attention Network,
CVPM22(2121-2128)
IEEE DOI 2210
Heart rate, Training, Uncertainty, Computer network reliability, Estimation, Predictive models, Prediction algorithms BibRef

Speth, J.[Jeremy], Vance, N.[Nathan], Flynn, P.J.[Patrick J.], Bowyer, K.W.[Kevin W.], Czajka, A.[Adam],
Remote Pulse Estimation in the Presence of Face Masks,
CVPM22(2085-2094)
IEEE DOI 2210
Training, Face recognition, Computational modeling, Estimation, Photoplethysmography, Recording BibRef

Zhao, C.C.[Chang-Chen], Cao, P.C.[Peng-Cheng], Xu, S.[Shoushuai], Li, Z.G.[Zheng-Guo], Feng, Y.J.[Yuan-Jing],
Pruning rPPG Networks: Toward Small Dense Network with Limited Number of Training Samples,
CVPM22(2054-2063)
IEEE DOI 2210
Training, Sensitivity, Neural networks, Network architecture, Photoplethysmography, Behavioral sciences BibRef

Carvalho, M.[Miguel], Brás, S.[Susana],
Heartbeat Selection Based on Outlier Removal,
IbPRIA22(218-229).
Springer DOI 2205
BibRef

Gideon, J.[John], Stent, S.[Simon],
The Way to my Heart is through Contrastive Learning: Remote Photoplethysmography from Unlabelled Video,
ICCV21(3975-3984)
IEEE DOI 2203
Training, Volume measurement, Pipelines, Neural networks, Training data, Photoplethysmography, Skin, Medical, biological, Vision applications and systems BibRef

Speth, J.[Jeremy], Vance, N.[Nathan], Flynn, P.J.[Patrick J.], Bowyer, K.W.[Kevin W.], Czajka, A.[Adam],
Digital and Physical-World Attacks on Remote Pulse Detection,
WACV22(2795-2804)
IEEE DOI 2202
Performance evaluation, Lighting, Medical services, Photoplethysmography, Light emitting diodes, Security/Surveillance BibRef

Comas, A.[Armand], Marks, T.K.[Tim K.], Mansour, H.[Hassan], Lohit, S.[Suhas], Ma, Y.[Yechi], Liu, X.M.[Xiao-Ming],
Turnip: Time-Series U-Net With Recurrence for NIR Imaging PPG,
ICIP21(309-313)
IEEE DOI 2201
Adaptation models, Time series analysis, Neural networks, Lighting, Estimation, Feature extraction, Photoplethysmography, deep learning BibRef

Goudarz, R.H.[Reza Heydari], Mousavi, S.S.[Seyedeh Somayyeh], Charmi, M.[Mostafa],
Introducing a New Feature Extraction Method for Non-Contact Blood Pressure Estimating Through iPPG Signals Extracted using G-R Method from Video Images of Different Facial Regions,
IPRIA21(1-8)
IEEE DOI 2201
Signal processing algorithms, Feature extraction, Photoplethysmography, Blood pressure, Skin, Biomedical monitoring, Blood Pressure BibRef

Hu, C.Y.[Cheng-Yang], Zhang, K.Y.[Ke-Yue], Yao, T.P.[Tai-Ping], Ding, S.H.[Shou-Hong], Li, J.L.[Ji-Lin], Huang, F.Y.[Fei-Yue], Ma, L.Z.[Li-Zhuang],
An End-to-end Efficient Framework for Remote Physiological Signal Sensing,
RePSS21(2378-2384)
IEEE DOI 2112
Convolution, Heart beat, Pulse measurements, Volume measurement, Estimation, Feature extraction, Physiology, n/a BibRef

Liu, X.N.[Xue-Nan], Yang, X.Z.[Xue-Zhi], Meng, Z.Y.[Zi-Yan], Wang, Y.[Ye], Zhang, J.[Jie], Wong, A.[Alexander],
MANet: a Motion-Driven Attention Network for Detecting the Pulse from a Facial Video with Drastic Motions,
RePSS21(2385-2390)
IEEE DOI 2112
Image color analysis, Nose, Imaging, Photoplethysmography, Skin, Robustness, Physiology, n/a BibRef

Du, J.D.[Jing-Da], Liu, S.Q.[Si-Qi], Zhang, B.[Bochao], Yuen, P.C.[Pong C.],
Weakly Supervised rPPG Estimation for Respiratory Rate Estimation,
RePSS21(2391-2397)
IEEE DOI 2112
Training, Estimation, Feature extraction, Photoplethysmography, Physiology, Skin, Sensors, n/a BibRef

Dong, Y.H.[Yu-Hang], Yang, G.P.[Gong-Ping], Yin, Y.L.[Yi-Long],
Time Lab's approach to the Challenge on Computer Vision for Remote Physiological Measurement,
RePSS21(2398-2403)
IEEE DOI 2112
Pulse measurements, Volume measurement, Estimation, Particle measurements, Time measurement, Sensors, n/a BibRef

Hill, B.L.[Brian L.], Liu, X.[Xin], McDuff, D.[Daniel],
Beat-to-Beat Cardiac Pulse Rate Measurement From Video,
V4V21(2739-2742)
IEEE DOI 2112
Training, Pulse measurements, Computational modeling, Computer architecture, Benchmark testing BibRef

Gideon, J.[John], Stent, S.[Simon],
Estimating Heart Rate from Unlabelled Video,
V4V21(2743-2749)
IEEE DOI 2112
Heart rate, Supervised learning, Training data, Blood pressure, Faces BibRef

Ouzar, Y.[Yassine], Djeldjli, D.[Djamaleddine], Bousefsaf, F.[Frédéric], Maaoui, C.[Choubeila],
LCOMS Lab's approach to the Vision For Vitals (V4V) Challenge,
V4V21(2750-2754)
IEEE DOI 2112
Convolution, Pulse measurements, Estimation, Computer architecture, Feature extraction BibRef

Kossack, B.[Benjamin], Wisotzky, E.[Eric], Hilsmann, A.[Anna], Eisert, P.[Peter],
Automatic region-based heart rate measurement using remote photoplethysmography,
V4V21(2755-2759)
IEEE DOI 2112
Training, Fluctuations, Focusing, Photoplethysmography, Robustness, Data models, Heart rate measurement BibRef

Revanur, A.[Ambareesh], Li, Z.H.[Zhi-Hua], Ciftci, U.A.[Umur A.], Yin, L.J.[Li-Jun], Jeni, L.A.[László A.],
The First Vision For Vitals (V4V) Challenge for Non-Contact Video-Based Physiological Estimation,
V4V21(2760-2767)
IEEE DOI 2112
Measurement, Protocols, Sociology, Estimation, Benchmark testing, Photoplethysmography BibRef

Kwasniewska, A.[Alicja], Szankin, M.[Maciej], Ruminski, J.[Jacek], Sarah, A.[Anthony], Gamba, D.[David],
Improving Accuracy of Respiratory Rate Estimation by Restoring High Resolution Features with Transformers and Recursive Convolutional Models,
CVPM21(3852-3862)
IEEE DOI 2109
Convolutional codes, Estimation error, Image resolution, Pandemics, Throughput, Size measurement, Social factors BibRef

Takahashi, R.[Ryo], Ashida, K.[Koichi], Kobayashi, Y.[Yasuo], Tokunaga, R.[Rumi], Kodama, S.[Shuhei], Tsumura, N.[Norimichi],
Oxygen Saturation Estimation Based on Optimal Band Selection from Multi-band Video,
CVPM21(3845-3851)
IEEE DOI 2109
Oxygen, Monte Carlo methods, Pulse measurements, Face recognition, Estimation, Light scattering, Cameras BibRef

Gao, H.Y.[Hao-Yuan], Wu, X.P.[Xiao-Pei], Shi, C.Y.[Chen-Yun], Gao, Q.[Qing], Geng, J.D.[Ji-Dong],
A LSTM-Based Realtime Signal Quality Assessment for Photoplethysmogram and Remote Photoplethysmogram,
CVPM21(3826-3835)
IEEE DOI 2109
Heart rate, Working environment noise, Motion segmentation, Real-time systems, Quality assessment, Noise measurement, Indexes BibRef

Schrumpf, F.[Fabian], Frenzel, P.[Patrick], Aust, C.[Christoph], Osterhoff, G.[Georg], Fuchs, M.[Mirco],
Assessment of deep learning based blood pressure prediction from PPG and rPPG signals,
CVPM21(3815-3825)
IEEE DOI 2109
Deep learning, Transfer learning, Artificial neural networks, Photoplethysmography, Blood pressure BibRef

Nowara, E.M.[Ewa M.], McDuff, D.[Daniel], Veeraraghavan, A.[Ashok],
Combining Magnification and Measurement for Non-Contact Cardiac Monitoring,
CVPM21(3805-3814)
IEEE DOI 2109
Training, Deep learning, Photoplethysmography, Data models, Skin, Robustness, Pattern recognition BibRef

Henze, J.[Jasmin], Houta, S.[Salima], Surges, R.[Rainer], Kreuzer, J.[Johannes], Bisgin, P.[Pinar],
Multimodal Detection of Tonic-clonic Seizures Based on 3d Acceleration and Heart Rate Data from an In-ear Sensor,
AIHA20(490-502).
Springer DOI 2103
BibRef

Deng, Y.B.[Yun-Bin],
Remote Liveness and Heart Rate Detection from Video,
WAAMI20(89-105).
Springer DOI 2103
BibRef

Semchuk, I.[Ivan], Muravskaya, N.[Natalia], Zlobin, K.[Konstantin], Samorodov, A.[Andrey],
Machine Learning Approach for Contactless Photoplethysmographic Measurement Verification,
IMTA20(90-96).
Springer DOI 2103
BibRef

Tsou, Y.Y.[Yun-Yun], Lee, Y.A.[Yi-An], Hsu, C.T.[Chiou-Ting],
Multi-task Learning for Simultaneous Video Generation and Remote Photoplethysmography Estimation,
ACCV20(V:392-407).
Springer DOI 2103
BibRef

Romine, W.[William], Schroeder, N.[Noah], Edwards, A.[Anjali], Banerjee, T.[Tanvi],
Longitudinal Classification of Mental Effort Using Electrodermal Activity, Heart Rate, and Skin Temperature Data from a Wearable Sensor,
CAIHA20(86-95).
Springer DOI 2103
BibRef

Liu, S.Q., Yuen, P.C.,
A General Remote Photoplethysmography Estimator with Spatiotemporal Convolutional Network,
FG20(481-488)
IEEE DOI 2102
face recognition, feature extraction, image colour analysis, image motion analysis, learning (artificial intelligence), remote heartbeat detection 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, 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.B.[Xiao-Bai], Sun, H.M.[Hao-Miao], Sun, Z.D.[Zhao-Dong], Han, H.[Hu], Dantcheva, A.[Antitza], Shan, S.G.[Shi-Guang], Zhao, G.Y.[Guo-Ying],
The 2nd Challenge on Remote Physiological Signal Sensing (RePSS),
RePSS21(2404-2413)
IEEE DOI 2112
Protocols, Pulse measurements, Databases, Benchmark testing, Physiology, n/a BibRef

Li, X.B.[Xiao-Bai], Han, H.[Hu], Lu, H., Niu, X., Yu, Z., Dantcheva, A.[Antitza], Zhao, G.Y.[Guo-Ying], Shan, S.G.[Shi-Guang],
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

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], Al Osman, H.[Hussein],
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
Pattern recognition 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.M., Pietikäinen, M.[Matti],
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.B.[Xiao-Bai], 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

Gu, T.Y.[Tian-You], Wu, B.Y.[Bao-Yong], Zhang, C.L.[Cheng-Lin], Zhang, D.C.[Dian-Cheng],
An experimental system for the waveform recognition of impedance plethysmography,
ICPR88(I: 473-475).
IEEE DOI 8811
BibRef

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


Last update:Mar 16, 2024 at 20:36:19