{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T19:15:15Z","timestamp":1771701315179,"version":"3.50.1"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030298906","type":"print"},{"value":"9783030298913","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-29891-3_8","type":"book-chapter","created":{"date-parts":[[2019,8,22]],"date-time":"2019-08-22T19:12:33Z","timestamp":1566501153000},"page":"85-95","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Non-contact Heart Rate Monitoring Using Multiple RGB Cameras"],"prefix":"10.1007","author":[{"given":"Hamideh","family":"Ghanadian","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hussein","family":"Al Osman","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,8,22]]},"reference":[{"key":"8_CR1","doi-asserted-by":"publisher","first-page":"838","DOI":"10.1109\/TIM.2013.2287118","volume":"63","author":"J Kranjec","year":"2014","unstructured":"Kranjec, J., Begus, S., Drnovsek, J., Gersak, G.: Novel methods for noncontact heart rate measurement: a feasibility study. IEEE Trans. Instrum. Meas. 63, 838\u2013847 (2014). \n                      https:\/\/doi.org\/10.1109\/TIM.2013.2287118","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"8_CR2","doi-asserted-by":"publisher","first-page":"235","DOI":"10.30773\/pi.2017.08.17","volume":"15","author":"H-G Kim","year":"2018","unstructured":"Kim, H.-G., Cheon, E.-J., Bai, D.-S., Lee, Y.H., Koo, B.-H.: Stress and heart rate variability: a meta-analysis and review of the literature. Psychiatry Investig. 15, 235\u2013245 (2018). \n                      https:\/\/doi.org\/10.30773\/pi.2017.08.17","journal-title":"Psychiatry Investig."},{"key":"8_CR3","doi-asserted-by":"publisher","first-page":"1274","DOI":"10.1109\/ACCESS.2016.2548980","volume":"4","author":"Hussein Al Osman","year":"2016","unstructured":"Al Osman, H., Dong, H., El Saddik, A.: Ubiquitous biofeedback serious game for stress management. IEEE Access (2016). \n                      https:\/\/doi.org\/10.1109\/ACCESS.2016.2548980","journal-title":"IEEE Access"},{"key":"8_CR4","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1049\/htl.2014.0077","volume":"1","author":"M Villarroel","year":"2014","unstructured":"Villarroel, M., et al.: Continuous non-contact vital sign monitoring in neonatal intensive care unit. Healthc. Technol. Lett. 1, 87\u201391 (2014). \n                      https:\/\/doi.org\/10.1049\/htl.2014.0077","journal-title":"Healthc. Technol. Lett."},{"key":"8_CR5","doi-asserted-by":"publisher","first-page":"10762","DOI":"10.1364\/OE.18.010762","volume":"18","author":"M-Z Poh","year":"2010","unstructured":"Poh, M.-Z., McDuff, D.J., Picard, R.W.: Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Opt. Express 18, 10762 (2010). \n                      https:\/\/doi.org\/10.1364\/OE.18.010762","journal-title":"Opt. Express"},{"issue":"1","key":"8_CR6","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1109\/TBME.2010.2086456","volume":"58","author":"Ming-Zher Poh","year":"2011","unstructured":"Poh, M.Z., McDuff, D.J., Picard, R.W.: Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE Trans. Biomed. Eng. (2011). \n                      https:\/\/doi.org\/10.1109\/TBME.2010.2086456","journal-title":"IEEE Transactions on Biomedical Engineering"},{"key":"8_CR7","doi-asserted-by":"publisher","first-page":"4941","DOI":"10.1364\/BOE.7.004941","volume":"7","author":"M Gastel van","year":"2016","unstructured":"van Gastel, M., Stuijk, S., de Haan, G.: Robust respiration detection from remote photoplethysmography. Biomed. Opt. Express 7, 4941 (2016). \n                      https:\/\/doi.org\/10.1364\/BOE.7.004941","journal-title":"Biomed. Opt. Express"},{"key":"8_CR8","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1016\/0165-1684(94)90029-9","volume":"36","author":"P Comon","year":"1994","unstructured":"Comon, P.: Independent component analysis, a new concept?*. Signal Process. 36, 28\u2013314 (1994). Comon\/Signal Process.","journal-title":"Signal Process."},{"key":"8_CR9","doi-asserted-by":"publisher","first-page":"57085","DOI":"10.1109\/ACCESS.2018.2872756","volume":"6","author":"Hamideh Ghanadian","year":"2018","unstructured":"Ghanadian, H., Ghodratigohar, M., Al Osman, H.: A machine learning method to improve non-contact heart rate monitoring using an RGB camera. IEEE Access (2018). \n                      https:\/\/doi.org\/10.1109\/ACCESS.2018.2872756","journal-title":"IEEE Access"},{"key":"8_CR10","doi-asserted-by":"publisher","first-page":"166","DOI":"10.3389\/fpsyg.2014.00166","volume":"5","author":"P Sajjacholapunt","year":"2014","unstructured":"Sajjacholapunt, P., Ball, L.J.: The influence of banner advertisements on attention and memory: human faces with averted gaze can enhance advertising effectiveness. Front. Psychol. 5, 166 (2014). \n                      https:\/\/doi.org\/10.3389\/fpsyg.2014.00166","journal-title":"Front. Psychol."},{"key":"8_CR11","unstructured":"Stiefelhagen, R.: Tracking focus of attention in meetings. In: 4th IEEE International Conference on Multimodal Interfaces. IEEE Computer Society (2002)"},{"key":"8_CR12","doi-asserted-by":"publisher","unstructured":"Sun, N., Garbey, M., Merla, A., Pavlidis, I.: Imaging the cardiovascular pulse. In: 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), pp. 416\u2013421. IEEE (2005). \n                      https:\/\/doi.org\/10.1109\/CVPR.2005.184","DOI":"10.1109\/CVPR.2005.184"},{"key":"8_CR13","doi-asserted-by":"publisher","first-page":"4378","DOI":"10.1364\/BOE.6.004378","volume":"6","author":"CB Pereira","year":"2015","unstructured":"Pereira, C.B., Yu, X., Czaplik, M., Rossaint, R., Blazek, V., Leonhardt, S.: Remote monitoring of breathing dynamics using infrared thermography. Biomed. Opt. Express 6, 4378\u20134394 (2015). \n                      https:\/\/doi.org\/10.1364\/BOE.6.004378","journal-title":"Biomed. Opt. Express"},{"key":"8_CR14","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1016\/j.medengphy.2006.09.006","volume":"29","author":"C Takano","year":"2007","unstructured":"Takano, C., Ohta, Y.: Heart rate measurement based on a time-lapse image. Med. Eng. Phys. 29, 853\u2013857 (2007). \n                      https:\/\/doi.org\/10.1016\/j.medengphy.2006.09.006","journal-title":"Med. Eng. Phys."},{"issue":"10","key":"8_CR15","doi-asserted-by":"publisher","first-page":"2593","DOI":"10.1109\/TBME.2014.2323695","volume":"61","author":"Daniel McDuff","year":"2014","unstructured":"McDuff, D., Gontarek, S., Picard, R.W.: Improvements in remote cardiopulmonary measurement using a five band digital camera. IEEE Trans. Biomed. Eng. (2014). \n                      https:\/\/doi.org\/10.1109\/TBME.2014.2323695","journal-title":"IEEE Transactions on Biomedical Engineering"},{"key":"8_CR16","doi-asserted-by":"publisher","unstructured":"Viola, P., Jones, M.: Rapid object detection using a boosted cascade of simple features. In: Proceedings of the 2001 IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR 2001, p. I-511\u2013I-518. IEEE Computer Society (2001). \n                      https:\/\/doi.org\/10.1109\/CVPR.2001.990517","DOI":"10.1109\/CVPR.2001.990517"},{"key":"8_CR17","doi-asserted-by":"publisher","first-page":"1725","DOI":"10.1109\/TBME.2017.2771518","volume":"65","author":"D Mcduff","year":"2018","unstructured":"Mcduff, D.: Fusing partial camera signals for noncontact pulse rate variability measurement. IEEE Trans. Biomed. Eng. 65, 1725\u20131739 (2018). \n                      https:\/\/doi.org\/10.1109\/TBME.2017.2771518","journal-title":"IEEE Trans. Biomed. Eng."},{"key":"8_CR18","doi-asserted-by":"publisher","unstructured":"Estepp, J.R., Blackford, E.B., Meier, C.M.: Recovering pulse rate during motion artifact with a multi-imager array for non-contact imaging photoplethysmography. In: 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC), pp. 1462\u20131469. IEEE (2014). \n                      https:\/\/doi.org\/10.1109\/SMC.2014.6974121","DOI":"10.1109\/SMC.2014.6974121"},{"key":"8_CR19","doi-asserted-by":"publisher","unstructured":"Gupta, O., McDuff, D., Raskar, R.: Real-time physiological measurement and visualization using a synchronized multi-camera system. In: 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). pp. 312\u2013319. IEEE (2016). \n                      https:\/\/doi.org\/10.1109\/CVPRW.2016.46","DOI":"10.1109\/CVPRW.2016.46"},{"key":"8_CR20","doi-asserted-by":"crossref","unstructured":"Baltru\u0161aitis, T., Robinson, P., Morency, L.-P.: OpenFace: an open source facial behavior analysis toolkit. In: IEEE Winter Conference on Applications of Computer Vision (WACV). IEEE (2016)","DOI":"10.1109\/WACV.2016.7477553"}],"container-title":["Lecture Notes in Computer Science","Computer Analysis of Images and Patterns"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-29891-3_8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,22]],"date-time":"2019-08-22T19:25:43Z","timestamp":1566501943000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-29891-3_8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030298906","9783030298913"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-29891-3_8","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"22 August 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CAIP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computer Analysis of Images and Patterns","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Salerno","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 September 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 September 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"caip2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/caip2019.unisa.it\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"176","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"106","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"60% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2.68","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3.40","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}