{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,20]],"date-time":"2025-10-20T10:28:59Z","timestamp":1760956139295},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2022,1,10]],"date-time":"2022-01-10T00:00:00Z","timestamp":1641772800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,1,10]],"date-time":"2022-01-10T00:00:00Z","timestamp":1641772800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Computing"],"published-print":{"date-parts":[[2023,4]]},"DOI":"10.1007\/s00607-021-01028-3","type":"journal-article","created":{"date-parts":[[2022,1,10]],"date-time":"2022-01-10T00:03:16Z","timestamp":1641772996000},"page":"761-781","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Assessment of physiological states from contactless face video: a sparse representation approach"],"prefix":"10.1007","volume":"105","author":[{"given":"Abdul","family":"Qayyum","sequence":"first","affiliation":[]},{"given":"Moona","family":"Mazher","sequence":"additional","affiliation":[]},{"given":"Aliyu","family":"Nuhu","sequence":"additional","affiliation":[]},{"given":"Abdesslam","family":"Benzinou","sequence":"additional","affiliation":[]},{"given":"Aamir Saeed","family":"Malik","sequence":"additional","affiliation":[]},{"given":"Imran","family":"Razzak","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,1,10]]},"reference":[{"key":"1028_CR1","doi-asserted-by":"crossref","unstructured":"McDuff D, Gontarek S, Picard R (2014) Remote measurement of cognitive stress via heart rate variability. In: 2014 36th annual international conference of the IEEE engineering in medicine and biology society, pp 2957\u20132960","DOI":"10.1109\/EMBC.2014.6944243"},{"issue":"5","key":"1028_CR2","doi-asserted-by":"publisher","first-page":"807","DOI":"10.1088\/0967-3334\/35\/5\/807","volume":"35","author":"L Tarassenko","year":"2014","unstructured":"Tarassenko L, Villarroel M, Guazzi A, Jorge J, Clifton DA, Pugh C (2014) Non-contact video-based vital sign monitoring using ambient light and auto-regressive models. Physiol Meas 35(5):807\u2013831","journal-title":"Physiol Meas"},{"issue":"5","key":"1028_CR3","doi-asserted-by":"publisher","first-page":"1565","DOI":"10.1364\/BOE.6.001565","volume":"6","author":"M Kumar","year":"2015","unstructured":"Kumar M, Veeraraghavan A, Sabharwal A (2015) DistancePPG: Robust non-contact vital signs monitoring using a camera. Biomed Opt Express 6(5):1565","journal-title":"Biomed Opt Express"},{"issue":"4","key":"1028_CR4","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1007\/s10916-016-0439-z","volume":"40","author":"IC Jeong","year":"2016","unstructured":"Jeong IC, Finkelstein J (2016) Introducing contactless blood pressure assessment using a high speed video camera. J Med Syst 40(4):77","journal-title":"J Med Syst"},{"issue":"1","key":"1028_CR5","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1016\/j.hrthm.2014.08.035","volume":"12","author":"J-P Couderc","year":"2015","unstructured":"Couderc J-P et al (2015) Detection of atrial fibrillation using contactless facial video monitoring. Hear Rhythm 12(1):195\u2013201","journal-title":"Hear Rhythm"},{"issue":"1","key":"1028_CR6","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1109\/TBME.2010.2086456","volume":"58","author":"M-Z Poh","year":"2011","unstructured":"Poh M-Z, McDuff DJ, Picard RW (2011) Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE Trans Biomed Eng 58(1):7\u201311","journal-title":"IEEE Trans Biomed Eng"},{"key":"1028_CR7","doi-asserted-by":"crossref","unstructured":"Tasli HE, Gudi A, den Uyl M (2014) Remote PPG based vital sign measurement using adaptive facial regions. In: IEEE international conference on image processing (ICIP) vol 2014, pp 1410\u20131414","DOI":"10.1109\/ICIP.2014.7025282"},{"key":"1028_CR8","doi-asserted-by":"crossref","unstructured":"Bousefsaf F, Maaoui C, Pruski A (2013) Remote assessment of the heart rate variability to detect mental stress. In: Proceedings of the ICTs for improving patients rehabilitation research techniques","DOI":"10.4108\/icst.pervasivehealth.2013.252181"},{"key":"1028_CR9","doi-asserted-by":"crossref","unstructured":"Liu S, Yuen PC, Zhang S, Zhao G (2016) 3D Mask Face Anti-spoofing with Remote Photoplethysmography, pp 85\u2013100","DOI":"10.1007\/978-3-319-46478-7_6"},{"issue":"10","key":"1028_CR10","doi-asserted-by":"publisher","first-page":"2878","DOI":"10.1109\/TBME.2013.2266196","volume":"60","author":"G de Haan","year":"2013","unstructured":"de Haan G, Jeanne V (2013) Robust pulse rate from chrominance-based rPPG. IEEE Trans Biomed Eng 60(10):2878\u20132886","journal-title":"IEEE Trans Biomed Eng"},{"issue":"9","key":"1028_CR11","doi-asserted-by":"publisher","first-page":"1913","DOI":"10.1088\/0967-3334\/35\/9\/1913","volume":"35","author":"G de Haan","year":"2014","unstructured":"de Haan G, van Leest A (2014) Improved motion robustness of remote-PPG by using the blood volume pulse signature. Physiol Meas 35(9):1913\u20131926","journal-title":"Physiol Meas"},{"key":"1028_CR12","doi-asserted-by":"crossref","unstructured":"Wang W, den Brinker A, Stuijk S, de Haan G (2016) Algorithmic principles of remote-PPG. IEEE Trans Biomed Eng, pp 1\u20131","DOI":"10.1109\/TBME.2016.2573043"},{"issue":"9","key":"1028_CR13","doi-asserted-by":"publisher","first-page":"1974","DOI":"10.1109\/TBME.2015.2508602","volume":"63","author":"W Wang","year":"2016","unstructured":"Wang W, Stuijk S, de Haan G (2016) A novel algorithm for remote photoplethysmography: spatial subspace rotation. IEEE Trans Biomed Eng 63(9):1974\u20131984","journal-title":"IEEE Trans Biomed Eng"},{"key":"1028_CR14","doi-asserted-by":"crossref","unstructured":"Wang W, den Brinker AC, Stuijk S, de Haan G (2017) Color-distortion filtering for remote Photoplethysmography. In: 2017 12th IEEE international conference on automatic face & gesture recognition (FG), 2017, pp 71\u201378","DOI":"10.1109\/FG.2017.18"},{"key":"1028_CR15","doi-asserted-by":"crossref","unstructured":"Liu S, Liu D, Zhang J, Zeng Y (2011) Extraction of fetal electrocardiogram using recursive least squares and normalized least mean squares algorithms. In: 2011 3rd international conference on advanced computer control, pp 333\u2013336","DOI":"10.1109\/ICACC.2011.6016426"},{"issue":"4","key":"1028_CR16","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1016\/j.compbiomed.2011.12.005","volume":"42","author":"H Han","year":"2012","unstructured":"Han H, Kim J (2012) Artifacts in wearable photoplethysmographs during daily life motions and their reduction with least mean square based active noise cancellation method. Comput Biol Med 42(4):387\u2013393","journal-title":"Comput Biol Med"},{"key":"1028_CR17","doi-asserted-by":"crossref","unstructured":"Torres J MM, Ghosh A, Stepanov EA, Riccardi G (2016) Heal-T: an efficient PPG-based heart-rate and IBI estimation method during physical exercise. In: 2016 24th European signal processing conference (EUSIPCO), pp 1438\u20131442","DOI":"10.1109\/EUSIPCO.2016.7760486"},{"key":"1028_CR18","doi-asserted-by":"crossref","unstructured":"Temko A (2015) Estimation of heart rate from photoplethysmography during physical exercise using Wiener filtering and the phase vocoder. In: 2015 37th annual international conference of the IEEE engineering in medicine and biology society (EMBC), pp 1500\u20131503","DOI":"10.1109\/EMBC.2015.7318655"},{"key":"1028_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.bspc.2017.02.003","volume":"35","author":"X Zhang","year":"2017","unstructured":"Zhang X, Ding Q (2017) Respiratory rate estimation from the photoplethysmogram via joint sparse signal reconstruction and spectra fusion. Biomed Signal Process Control 35:1\u20137","journal-title":"Biomed Signal Process Control"},{"issue":"3","key":"1028_CR20","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1109\/78.558475","volume":"45","author":"IF Gorodnitsky","year":"1997","unstructured":"Gorodnitsky IF, Rao BD (1997) Sparse signal reconstruction from limited data using FOCUSS: a re-weighted minimum norm algorithm. IEEE Trans Signal Process 45(3):600\u2013616","journal-title":"IEEE Trans Signal Process"},{"key":"1028_CR21","doi-asserted-by":"crossref","unstructured":"Zhang X, Ding Q (2016) Respiratory rate monitoring from the photoplethysmogram via sparse signal reconstruction. Physiol Meas 37(7)","DOI":"10.1088\/0967-3334\/37\/7\/1105"},{"issue":"2","key":"1028_CR22","doi-asserted-by":"publisher","first-page":"522","DOI":"10.1109\/TBME.2014.2359372","volume":"62","author":"Z Zhang","year":"2015","unstructured":"Zhang Z, Pi Z, Liu B (2015) TROIKA: a general framework for heart rate monitoring using wrist-type photoplethysmographic signals during intensive physical exercise. IEEE Trans Biomed Eng 62(2):522\u2013531","journal-title":"IEEE Trans Biomed Eng"},{"key":"1028_CR23","first-page":"128","volume":"2015","author":"A Qayyum","year":"2015","unstructured":"Qayyum A, Malik AS, Nuafal M, Mazher M, Ahmad RF, Abdullah MF (2015) Evaluation of optimization algorithms for sparse and redundant dictionaries. IEEE Stud Symp Biomed Eng Sci 2015:128\u2013133","journal-title":"IEEE Stud Symp Biomed Eng Sci"},{"issue":"8","key":"1028_CR24","doi-asserted-by":"publisher","first-page":"1902","DOI":"10.1109\/TBME.2015.2406332","volume":"62","author":"Z Zhang","year":"2015","unstructured":"Zhang Z (2015) Photoplethysmography-based heart rate monitoring in physical activities via joint sparse spectrum reconstruction. IEEE Trans Biomed Eng 62(8):1902\u20131910","journal-title":"IEEE Trans Biomed Eng"},{"issue":"3","key":"1028_CR25","doi-asserted-by":"publisher","first-page":"760","DOI":"10.1109\/TSP.2002.808076","volume":"51","author":"BD Rao","year":"2003","unstructured":"Rao BD, Engan K, Cotter SF, Palmer J, Kreutz-Delgado K (2003) Subset selection in noise based on diversity measure minimization. IEEE Trans Signal Process 51(3):760\u2013770","journal-title":"IEEE Trans Signal Process"},{"key":"1028_CR26","unstructured":"Pati Y C, Rezaiifar R, Krishnaprasad PS Orthogonal matching pursuit: recursive function approximation with applications to wavelet decomposition. In: Proceedings of 27th Asilomar conference on signals, systems and computers, pp 40\u201344"},{"issue":"9","key":"1028_CR27","doi-asserted-by":"publisher","first-page":"4395","DOI":"10.1109\/TIT.2010.2054653","volume":"56","author":"MA Davenport","year":"2010","unstructured":"Davenport MA, Wakin MB (2010) Analysis of orthogonal matching pursuit using the restricted isometry property. IEEE Trans Inf Theory 56(9):4395\u20134401","journal-title":"IEEE Trans Inf Theory"},{"issue":"7","key":"1028_CR28","doi-asserted-by":"publisher","first-page":"4680","DOI":"10.1109\/TIT.2011.2146090","volume":"57","author":"TT Cai","year":"2011","unstructured":"Cai TT, Wang L (2011) Orthogonal matching pursuit for sparse signal recovery with noise. IEEE Trans Inf Theory 57(7):4680\u20134688","journal-title":"IEEE Trans Inf Theory"},{"key":"1028_CR29","doi-asserted-by":"crossref","unstructured":"Sungjun K, Hyunseok K, Kwang SP (2012) Validation of heart rate extraction using video imaging on a built-in camera system of a smartphone. In: Annual international conference of the IEEE engineering in medicine and biology society 2012, pp 2174\u20132177","DOI":"10.1109\/EMBC.2012.6346392"},{"issue":"2","key":"1028_CR30","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1023\/B:VISI.0000013087.49260.fb","volume":"57","author":"P Viola","year":"2004","unstructured":"Viola P, Jones MJ (2004) Robust real-time face detection. Int J Comput Vis 57(2):137\u2013154","journal-title":"Int J Comput Vis"},{"key":"1028_CR31","unstructured":"Phung SL, Bouzerdoum A, Chai D (2002) A novel skin color model in YCbCr color space and its application to human face detection. In: Proceedings of international conference on image processing, vol 1, pp I-289-I-292"},{"key":"1028_CR32","unstructured":"McDuff D, Blackford E, Estepp J (2017) Fusing partial camera signals for non-contact pulse rate variability measurement. IEEE Trans Biomed Eng, pp 1\u20131"},{"key":"1028_CR33","doi-asserted-by":"crossref","unstructured":"Aznaveh M M, Mirzaei H, Roshan E, Saraee M.H (2009) A new and improved skin detection method using mixed color space, pp 471\u2013480","DOI":"10.1007\/978-3-642-03202-8_37"},{"issue":"6","key":"1028_CR34","doi-asserted-by":"publisher","first-page":"1023","DOI":"10.1088\/1361-6579\/aa6d02","volume":"38","author":"W Wang","year":"2017","unstructured":"Wang W, den Brinker AC, Stuijk S, de Haan G (2017) Robust heart rate from fitness videos. Physiol Meas 38(6):1023\u20131044","journal-title":"Physiol Meas"},{"key":"1028_CR35","doi-asserted-by":"crossref","unstructured":"Wiede C, Richter J, Hirtz G (2016) Signal fusion based on intensity and motion variations for remote heart rate determination. In: IEEE international conference on imaging systems and techniques (IST) 2016, pp 526\u2013531","DOI":"10.1109\/IST.2016.7738282"},{"issue":"5","key":"1028_CR36","doi-asserted-by":"publisher","first-page":"126","DOI":"10.1007\/s10916-016-0485-6","volume":"40","author":"SA Siddiqui","year":"2016","unstructured":"Siddiqui SA, Zhang Y, Feng Z, Kos A (2016) A pulse rate estimation algorithm using PPG and smartphone camera. J Med Syst 40(5):126","journal-title":"J Med Syst"},{"issue":"2","key":"1028_CR37","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1109\/TBME.2011.2163157","volume":"59","author":"CG Scully","year":"2012","unstructured":"Scully CG et al (2012) Physiological parameter monitoring from optical recordings with a mobile phone. IEEE Trans Biomed Eng 59(2):303\u2013306","journal-title":"IEEE Trans Biomed Eng"},{"key":"1028_CR38","doi-asserted-by":"crossref","unstructured":"Baheti PK, Garudadri H (2009) An ultra low power pulse oximeter sensor based on compressed sensing. In: Sixth international workshop on wearable and implantable body sensor networks 2009, pp 144\u2013148","DOI":"10.1109\/BSN.2009.32"},{"key":"1028_CR39","doi-asserted-by":"publisher","first-page":"74580","DOI":"10.1155\/2007\/74580","volume":"1","author":"F Castells","year":"2007","unstructured":"Castells F, Laguna P, S\u00f6rnmo L, Bollmann A, Roig JM (2007) Principal component analysis in ECG signal processing. EURASIP J Adv Signal Process 1:74580","journal-title":"EURASIP J Adv Signal Process"},{"key":"1028_CR40","doi-asserted-by":"crossref","unstructured":"Tobaldini E, Nobili L, Strada S, Casali KR, Braghiroli A, Montano N (2013) Heart rate variability in normal and pathological sleep. Physiol Front","DOI":"10.3389\/fphys.2013.00294"},{"issue":"6","key":"1028_CR41","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1007\/s11517-015-1448-7","volume":"54","author":"J Vicente","year":"2016","unstructured":"Vicente J, Laguna P, Bartra A, Bail\u00f3n R (2016) Drowsiness detection using heart rate variability. Med Biol Eng Comput 54(6):927\u2013937","journal-title":"Med Biol Eng Comput"},{"issue":"6","key":"1028_CR42","doi-asserted-by":"publisher","first-page":"7235","DOI":"10.1016\/j.eswa.2010.12.028","volume":"38","author":"M Patel","year":"2011","unstructured":"Patel M, Lal SKL, Kavanagh D, Rossiter P (2011) Applying neural network analysis on heart rate variability data to assess driver fatigue. Expert Syst Appl 38(6):7235\u20137242","journal-title":"Expert Syst Appl"},{"key":"1028_CR43","doi-asserted-by":"crossref","unstructured":"Qayyum A, Razzak I (2020) Deep residual neural network for child\u2019s spontaneous facial expressions recognition. In S+ SSPR, pp 282-291","DOI":"10.1007\/978-3-030-73973-7_27"},{"key":"1028_CR44","doi-asserted-by":"crossref","unstructured":"Qayyum A, Razzak I, Mumtaz W (2020) Hybrid deep shallow network for assessment of depression using electroencephalogram signals. In: International conference on neural information processing, pp 245\u2013257. Springer, Cham","DOI":"10.1007\/978-3-030-63836-8_21"},{"key":"1028_CR45","doi-asserted-by":"crossref","unstructured":"Rehman A, Naz S, Razzak I (2021) Leveraging big data analytics in healthcare enhancement: trends, challenges and opportunities. Multimed Syst, pp 1\u201333","DOI":"10.1007\/s00530-020-00736-8"},{"issue":"9","key":"1028_CR46","doi-asserted-by":"publisher","first-page":"4417","DOI":"10.1007\/s00521-019-04095-y","volume":"32","author":"MI Razzak","year":"2020","unstructured":"Razzak MI, Imran M, Xu G (2020) Big data analytics for preventive medicine. Neural Comput Appl 32(9):4417\u20134451","journal-title":"Neural Comput Appl"}],"container-title":["Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00607-021-01028-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00607-021-01028-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00607-021-01028-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,3,27]],"date-time":"2023-03-27T01:57:32Z","timestamp":1679882252000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00607-021-01028-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,10]]},"references-count":46,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,4]]}},"alternative-id":["1028"],"URL":"https:\/\/doi.org\/10.1007\/s00607-021-01028-3","relation":{},"ISSN":["0010-485X","1436-5057"],"issn-type":[{"value":"0010-485X","type":"print"},{"value":"1436-5057","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,10]]},"assertion":[{"value":"27 April 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 October 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 January 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}