{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T13:28:23Z","timestamp":1773840503212,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":47,"publisher":"ACM","license":[{"start":{"date-parts":[[2021,4,8]],"date-time":"2021-04-08T00:00:00Z","timestamp":1617840000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2021,4,8]]},"DOI":"10.1145\/3450439.3451870","type":"proceedings-article","created":{"date-parts":[[2021,3,23]],"date-time":"2021-03-23T22:25:27Z","timestamp":1616538327000},"page":"154-163","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":44,"title":["MetaPhys"],"prefix":"10.1145","author":[{"given":"Xin","family":"Liu","sequence":"first","affiliation":[{"name":"University of Washington"}]},{"given":"Ziheng","family":"Jiang","sequence":"additional","affiliation":[{"name":"University of Washington & OctoML"}]},{"given":"Josh","family":"Fromm","sequence":"additional","affiliation":[{"name":"OctoML"}]},{"given":"Xuhai","family":"Xu","sequence":"additional","affiliation":[{"name":"University of Washington"}]},{"given":"Shwetak","family":"Patel","sequence":"additional","affiliation":[{"name":"University of Washington"}]},{"given":"Daniel","family":"McDuff","sequence":"additional","affiliation":[{"name":"Microsoft Research AI"}]}],"member":"320","published-online":{"date-parts":[[2021,4,8]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"A novel noninvasive method for remote heart failure monitoring: the EuleriAn video Magnification apPLications In heart Failure studY (AMPLIFY). NPJ digital medicine 2, 1","author":"Abnousi Freddy","year":"2019","unstructured":"Freddy Abnousi , Guson Kang , John Giacomini , Alan Yeung , Shirin Zarafshar , Nicholas Vesom , Euan Ashley , Robert Harrington , and Celina Yong . 2019. A novel noninvasive method for remote heart failure monitoring: the EuleriAn video Magnification apPLications In heart Failure studY (AMPLIFY). NPJ digital medicine 2, 1 ( 2019 ), 1--6. Freddy Abnousi, Guson Kang, John Giacomini, Alan Yeung, Shirin Zarafshar, Nicholas Vesom, Euan Ashley, Robert Harrington, and Celina Yong. 2019. A novel noninvasive method for remote heart failure monitoring: the EuleriAn video Magnification apPLications In heart Failure studY (AMPLIFY). NPJ digital medicine 2, 1 (2019), 1--6."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2013.440"},{"key":"e_1_3_2_1_3_1","unstructured":"Nannapas Banluesombatkul Pichayoot Ouppaphan Pitshaporn Leelaarporn Payongkit Lakhan Busarakum Chaitusaney Nattapong Jaimchariyatam Ekapol Chuangsuwanich Wei Chen Huy Phan Nat Dilokthanakul etal [n.d.]. MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning. ([n. d.]).  Nannapas Banluesombatkul Pichayoot Ouppaphan Pitshaporn Leelaarporn Payongkit Lakhan Busarakum Chaitusaney Nattapong Jaimchariyatam Ekapol Chuangsuwanich Wei Chen Huy Phan Nat Dilokthanakul et al. [n.d.]. MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning. ([n. d.])."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2017.10.017"},{"key":"e_1_3_2_1_5_1","volume-title":"Ioannis Ch Paschalidis, and Wei Shi","author":"Brisimi Theodora S","year":"2018","unstructured":"Theodora S Brisimi , Ruidi Chen , Theofanie Mela , Alex Olshevsky , Ioannis Ch Paschalidis, and Wei Shi . 2018 . Federated learning of predictive models from federated electronic health records. International journal of medical informatics 112 (2018), 59--67. Theodora S Brisimi, Ruidi Chen, Theofanie Mela, Alex Olshevsky, Ioannis Ch Paschalidis, and Wei Shi. 2018. Federated learning of predictive models from federated electronic health records. International journal of medical informatics 112 (2018), 59--67."},{"key":"e_1_3_2_1_6_1","volume-title":"Conference on fairness, accountability and transparency. 77--91","author":"Buolamwini Joy","year":"2018","unstructured":"Joy Buolamwini and Timnit Gebru . 2018 . Gender shades: Intersectional accuracy disparities in commercial gender classification . In Conference on fairness, accountability and transparency. 77--91 . Joy Buolamwini and Timnit Gebru. 2018. Gender shades: Intersectional accuracy disparities in commercial gender classification. In Conference on fairness, accountability and transparency. 77--91."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01216-8_22"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/3408865"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00100"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2013.2266196"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","DOI":"10.1109\/SMC.2014.6974121"},{"key":"e_1_3_2_1_12_1","volume-title":"Personalized federated learning: A meta-learning approach. arXiv preprint arXiv:2002.07948","author":"Fallah Alireza","year":"2020","unstructured":"Alireza Fallah , Aryan Mokhtari , and Asuman Ozdaglar . 2020. Personalized federated learning: A meta-learning approach. arXiv preprint arXiv:2002.07948 ( 2020 ). Alireza Fallah, Aryan Mokhtari, and Asuman Ozdaglar. 2020. Personalized federated learning: A meta-learning approach. arXiv preprint arXiv:2002.07948 (2020)."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.5555\/3305381.3305498"},{"key":"e_1_3_2_1_14_1","volume-title":"The validity and practicality of sun-reactive skin types I through VI. Archives of dermatology 124, 6","author":"Fitzpatrick Thomas B","year":"1988","unstructured":"Thomas B Fitzpatrick . 1988. The validity and practicality of sun-reactive skin types I through VI. Archives of dermatology 124, 6 ( 1988 ), 869--871. Thomas B Fitzpatrick. 1988. The validity and practicality of sun-reactive skin types I through VI. Archives of dermatology 124, 6 (1988), 869--871."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1145\/3356250.3360020"},{"key":"e_1_3_2_1_16_1","volume-title":"Artem Molchanov, Franziska Meier, Douwe Kiela, Kyunghyun Cho, and Soumith Chintala.","author":"Grefenstette Edward","year":"2019","unstructured":"Edward Grefenstette , Brandon Amos , Denis Yarats , Phu Mon Htut , Artem Molchanov, Franziska Meier, Douwe Kiela, Kyunghyun Cho, and Soumith Chintala. 2019 . Generalized inner loop meta-learning. arXiv preprint arXiv:1910.01727 (2019). Edward Grefenstette, Brandon Amos, Denis Yarats, Phu Mon Htut, Artem Molchanov, Franziska Meier, Douwe Kiela, Kyunghyun Cho, and Soumith Chintala. 2019. Generalized inner loop meta-learning. arXiv preprint arXiv:1910.01727 (2019)."},{"key":"e_1_3_2_1_17_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW.2019.00146"},{"key":"e_1_3_2_1_18_1","volume-title":"Meta-learning in neural networks: A survey. arXiv preprint arXiv:2004.05439","author":"Hospedales Timothy","year":"2020","unstructured":"Timothy Hospedales , Antreas Antoniou , Paul Micaelli , and Amos Storkey . 2020. Meta-learning in neural networks: A survey. arXiv preprint arXiv:2004.05439 ( 2020 ). Timothy Hospedales, Antreas Antoniou, Paul Micaelli, and Amos Storkey. 2020. Meta-learning in neural networks: A survey. arXiv preprint arXiv:2004.05439 (2020)."},{"key":"e_1_3_2_1_19_1","volume-title":"Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980","author":"Kingma Diederik P","year":"2014","unstructured":"Diederik P Kingma and Jimmy Ba . 2014 . Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014). Diederik P Kingma and Jimmy Ba. 2014. Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980 (2014)."},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58583-9_24"},{"key":"e_1_3_2_1_21_1","volume-title":"Metapix: Few-shot video retargeting. arXiv preprint arXiv:1910.04742","author":"Lee Jessica","year":"2019","unstructured":"Jessica Lee , Deva Ramanan , and Rohit Girdhar . 2019 . Metapix: Few-shot video retargeting. arXiv preprint arXiv:1910.04742 (2019). Jessica Lee, Deva Ramanan, and Rohit Girdhar. 2019. Metapix: Few-shot video retargeting. arXiv preprint arXiv:1910.04742 (2019)."},{"key":"e_1_3_2_1_22_1","volume-title":"Meta-sgd: Learning to learn quickly for few-shot learning. arXiv preprint arXiv:1707.09835","author":"Li Zhenguo","year":"2017","unstructured":"Zhenguo Li , Fengwei Zhou , Fei Chen , and Hang Li . 2017 . Meta-sgd: Learning to learn quickly for few-shot learning. arXiv preprint arXiv:1707.09835 (2017). Zhenguo Li, Fengwei Zhou, Fei Chen, and Hang Li. 2017. Meta-sgd: Learning to learn quickly for few-shot learning. arXiv preprint arXiv:1707.09835 (2017)."},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00718"},{"key":"e_1_3_2_1_24_1","volume-title":"Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement. arXiv preprint arXiv:2006.03790","author":"Liu Xin","year":"2020","unstructured":"Xin Liu , Josh Fromm , Shwetak Patel , and Daniel McDuff . 2020. Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement. arXiv preprint arXiv:2006.03790 ( 2020 ). Xin Liu, Josh Fromm, Shwetak Patel, and Daniel McDuff. 2020. Multi-Task Temporal Shift Attention Networks for On-Device Contactless Vitals Measurement. arXiv preprint arXiv:2006.03790 (2020)."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1542"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2019.8857012"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2014.2340991"},{"key":"e_1_3_2_1_28_1","volume-title":"Advancing Non-Contact Vital Sign Measurement using Synthetic Avatars. arXiv preprint arXiv:2010.12949","author":"McDuff Daniel","year":"2020","unstructured":"Daniel McDuff , Javier Hernandez , Erroll Wood , Xin Liu , and Tadas Baltrusaitis . 2020. Advancing Non-Contact Vital Sign Measurement using Synthetic Avatars. arXiv preprint arXiv:2010.12949 ( 2020 ). Daniel McDuff, Javier Hernandez, Erroll Wood, Xin Liu, and Tadas Baltrusaitis. 2020. Advancing Non-Contact Vital Sign Measurement using Synthetic Avatars. arXiv preprint arXiv:2010.12949 (2020)."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG.2017.17"},{"key":"e_1_3_2_1_30_1","volume-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops. 284--285","author":"Nowara Ewa M","year":"2020","unstructured":"Ewa M Nowara , Daniel McDuff , and Ashok Veeraraghavan . 2020 . A Meta-Analysis of the Impact of Skin Tone and Gender on Non-Contact Photoplethysmography Measurements . In Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops. 284--285 . Ewa M Nowara, Daniel McDuff, and Ashok Veeraraghavan. 2020. A Meta-Analysis of the Impact of Skin Tone and Gender on Non-Contact Photoplethysmography Measurements. In Proceedings of the IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops. 284--285."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01219-9_35"},{"key":"e_1_3_2_1_32_1","volume-title":"Pytorch: An imperative style, high-performance deep learning library. In Advances in neural information processing systems. 8026--8037.","author":"Paszke Adam","year":"2019","unstructured":"Adam Paszke , Sam Gross , Francisco Massa , Adam Lerer , James Bradbury , Gregory Chanan , Trevor Killeen , Zeming Lin , Natalia Gimelshein , Luca Antiga , 2019 . Pytorch: An imperative style, high-performance deep learning library. In Advances in neural information processing systems. 8026--8037. Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, et al. 2019. Pytorch: An imperative style, high-performance deep learning library. In Advances in neural information processing systems. 8026--8037."},{"key":"e_1_3_2_1_33_1","volume-title":"Advancements in noncontact, multiparameter physiological measurements using a webcam","author":"Poh Ming-Zher","year":"2010","unstructured":"Ming-Zher Poh , Daniel J McDuff , and Rosalind W Picard . 2010. Advancements in noncontact, multiparameter physiological measurements using a webcam . IEEE transactions on biomedical engineering 58, 1 ( 2010 ), 7--11. Ming-Zher Poh, Daniel J McDuff, and Rosalind W Picard. 2010. Advancements in noncontact, multiparameter physiological measurements using a webcam. IEEE transactions on biomedical engineering 58, 1 (2010), 7--11."},{"key":"e_1_3_2_1_34_1","volume-title":"automated cardiac pulse measurements using video imaging and blind source separation. Optics express 18, 10","author":"Poh Ming-Zher","year":"2010","unstructured":"Ming-Zher Poh , Daniel J McDuff , and Rosalind W Picard . 2010. Non-contact , automated cardiac pulse measurements using video imaging and blind source separation. Optics express 18, 10 ( 2010 ), 10762--10774. Ming-Zher Poh, Daniel J McDuff, and Rosalind W Picard. 2010. Non-contact, automated cardiac pulse measurements using video imaging and blind source separation. Optics express 18, 10 (2010), 10762--10774."},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"crossref","unstructured":"Valentina O Puntmann M Ludovica Carerj Imke Wieters Masia Fahim Christophe Arendt Jedrzej Hoffmann Anastasia Shchendrygina Felicitas Escher Mariuca Vasa-Nicotera Andreas M Zeiher etal 2020. Outcomes of cardiovascular magnetic resonance imaging in patients recently recovered from coronavirus disease 2019 (COVID-19). JAMA cardiology (2020).  Valentina O Puntmann M Ludovica Carerj Imke Wieters Masia Fahim Christophe Arendt Jedrzej Hoffmann Anastasia Shchendrygina Felicitas Escher Mariuca Vasa-Nicotera Andreas M Zeiher et al. 2020. Outcomes of cardiovascular magnetic resonance imaging in patients recently recovered from coronavirus disease 2019 (COVID-19). JAMA cardiology (2020).","DOI":"10.1001\/jamacardio.2020.3557"},{"key":"e_1_3_2_1_36_1","volume-title":"Telehealth for global emergencies: Implications for coronavirus disease 2019 (COVID-19). Journal of telemedicine and telecare","author":"Smith Anthony C","year":"2020","unstructured":"Anthony C Smith , Emma Thomas , Centaine L Snoswell , Helen Haydon , Ateev Mehrotra , Jane Clemensen , and Liam J Caffery . 2020. Telehealth for global emergencies: Implications for coronavirus disease 2019 (COVID-19). Journal of telemedicine and telecare ( 2020 ), 1357633X20916567. Anthony C Smith, Emma Thomas, Centaine L Snoswell, Helen Haydon, Ateev Mehrotra, Jane Clemensen, and Liam J Caffery. 2020. Telehealth for global emergencies: Implications for coronavirus disease 2019 (COVID-19). Journal of telemedicine and telecare (2020), 1357633X20916567."},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.5555\/3294996.3295163"},{"key":"e_1_3_2_1_38_1","volume-title":"Heart rate measurement based on a time-lapse image. Medical engineering & physics 29, 8","author":"Takano Chihiro","year":"2007","unstructured":"Chihiro Takano and Yuji Ohta . 2007. Heart rate measurement based on a time-lapse image. Medical engineering & physics 29, 8 ( 2007 ), 853--857. Chihiro Takano and Yuji Ohta. 2007. Heart rate measurement based on a time-lapse image. Medical engineering & physics 29, 8 (2007), 853--857."},{"key":"e_1_3_2_1_39_1","volume-title":"Remote plethysmographic imaging using ambient light. Optics express 16, 26","author":"Verkruysse Wim","year":"2008","unstructured":"Wim Verkruysse , Lars O Svaasand , and J Stuart Nelson . 2008. Remote plethysmographic imaging using ambient light. Optics express 16, 26 ( 2008 ), 21434--21445. Wim Verkruysse, Lars O Svaasand, and J Stuart Nelson. 2008. Remote plethysmographic imaging using ambient light. Optics express 16, 26 (2008), 21434--21445."},{"key":"e_1_3_2_1_40_1","volume-title":"Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. npj Digital Medicine 2, 1","author":"Villarroel Mauricio","year":"2019","unstructured":"Mauricio Villarroel , Sitthichok Chaichulee , Jo\u00e3o Jorge , Sara Davis , Gabrielle Green , Carlos Arteta , Andrew Zisserman , Kenny McCormick , Peter Watkinson , and Lionel Tarassenko . 2019. Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. npj Digital Medicine 2, 1 ( 2019 ), 1--18. Mauricio Villarroel, Sitthichok Chaichulee, Jo\u00e3o Jorge, Sara Davis, Gabrielle Green, Carlos Arteta, Andrew Zisserman, Kenny McCormick, Peter Watkinson, and Lionel Tarassenko. 2019. Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit. npj Digital Medicine 2, 1 (2019), 1--18."},{"key":"e_1_3_2_1_41_1","doi-asserted-by":"publisher","DOI":"10.5555\/3157382.3157504"},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2016.2609282"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/2185520.2185561"},{"key":"e_1_3_2_1_44_1","volume-title":"Proc. BMVC. 1--12","author":"Yu Zitong","year":"2019","unstructured":"Zitong Yu , Xiaobai Li , and Guoying Zhao . 2019 . Remote photoplethysmograph signal measurement from facial videos using spatio-temporal networks . In Proc. BMVC. 1--12 . Zitong Yu, Xiaobai Li, and Guoying Zhao. 2019. Remote photoplethysmograph signal measurement from facial videos using spatio-temporal networks. In Proc. BMVC. 1--12."},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1364\/BOE.382637"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.374"},{"key":"e_1_3_2_1_47_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00907"}],"event":{"name":"ACM CHIL '21: ACM Conference on Health, Inference, and Learning","location":"Virtual Event USA","acronym":"ACM CHIL '21","sponsor":["ACM Association for Computing Machinery"]},"container-title":["Proceedings of the Conference on Health, Inference, and Learning"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3450439.3451870","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3450439.3451870","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:18:45Z","timestamp":1750191525000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3450439.3451870"}},"subtitle":["few-shot adaptation for non-contact physiological measurement"],"short-title":[],"issued":{"date-parts":[[2021,4,8]]},"references-count":47,"alternative-id":["10.1145\/3450439.3451870","10.1145\/3450439"],"URL":"https:\/\/doi.org\/10.1145\/3450439.3451870","relation":{},"subject":[],"published":{"date-parts":[[2021,4,8]]},"assertion":[{"value":"2021-04-08","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}