{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T17:11:04Z","timestamp":1777655464084,"version":"3.51.4"},"publisher-location":"New York, NY, USA","reference-count":61,"publisher":"ACM","license":[{"start":{"date-parts":[[2023,10,26]],"date-time":"2023-10-26T00:00:00Z","timestamp":1698278400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Jiangsu Provincial Social Development Key R&D Program","award":["BE2020685"],"award-info":[{"award-number":["BE2020685"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2023,10,26]]},"DOI":"10.1145\/3581783.3612265","type":"proceedings-article","created":{"date-parts":[[2023,10,27]],"date-time":"2023-10-27T07:27:30Z","timestamp":1698391650000},"page":"8214-8224","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":16,"title":["Resolve Domain Conflicts for Generalizable Remote Physiological Measurement"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3948-0705","authenticated-orcid":false,"given":"Weiyu","family":"Sun","sequence":"first","affiliation":[{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-1894-3541","authenticated-orcid":false,"given":"Xinyu","family":"Zhang","sequence":"additional","affiliation":[{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2241-6598","authenticated-orcid":false,"given":"Hao","family":"Lu","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9086-2832","authenticated-orcid":false,"given":"Ying","family":"Chen","sequence":"additional","affiliation":[{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1788-3295","authenticated-orcid":false,"given":"Yun","family":"Ge","sequence":"additional","affiliation":[{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3382-5346","authenticated-orcid":false,"given":"Xiaolin","family":"Huang","sequence":"additional","affiliation":[{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0597-7657","authenticated-orcid":false,"given":"Jie","family":"Yuan","sequence":"additional","affiliation":[{"name":"Nanjing University, Nanjing, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9565-8205","authenticated-orcid":false,"given":"Yingcong","family":"Chen","sequence":"additional","affiliation":[{"name":"The Hong Kong University of Science and Technology, Guangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2023,10,27]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.14569\/IJACSA.2017.081046"},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2017.10.017"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3040936"},{"key":"e_1_3_2_1_4_1","volume-title":"Are all negatives created equal in contrastive instance discrimination? arXiv preprint arXiv:2010.06682","author":"Cai Tiffany Tianhui","year":"2020","unstructured":"Tiffany Tianhui Cai, Jonathan Frankle, David J Schwab, and Ari S Morcos. Are all negatives created equal in contrastive instance discrimination? arXiv preprint arXiv:2010.06682, 2020."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01216-8_22"},{"key":"e_1_3_2_1_6_1","first-page":"807","volume-title":"Proceedings of the Asian Conference on Computer Vision","author":"Chung Wei-Hao","year":"2022","unstructured":"Wei-Hao Chung, Cheng-Ju Hsieh, Sheng-Hung Liu, and Chiou-Ting Hsu. Domain generalized rppg network: Disentangled feature learning with domain permutation and domain augmentation. In Proceedings of the Asian Conference on Computer Vision, pages 807--823, 2022."},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2013.2266196"},{"key":"e_1_3_2_1_8_1","volume-title":"Sharpness-aware minimization for efficiently improving generalization. CoRR, abs\/2010.01412","author":"Foret Pierre","year":"2020","unstructured":"Pierre Foret, Ariel Kleiner, Hossein Mobahi, and Behnam Neyshabur. Sharpness-aware minimization for efficiently improving generalization. CoRR, abs\/2010.01412, 2020."},{"key":"e_1_3_2_1_9_1","first-page":"1180","volume-title":"International conference on machine learning","author":"Ganin Yaroslav","year":"2015","unstructured":"Yaroslav Ganin and Victor Lempitsky. Unsupervised domain adaptation by backpropagation. In International conference on machine learning, pages 1180--1189. PMLR, 2015."},{"key":"e_1_3_2_1_10_1","first-page":"1","article-title":"Effective time-domain attention network for remote heart rate measurement","volume":"70","author":"Hu Min","year":"2021","unstructured":"Min Hu, Fei Qian, Dong Guo, Xiaohua Wang, Lei He, and Fuji Ren. Eta-rppgnet: Effective time-domain attention network for remote heart rate measurement. IEEE Transactions on Instrumentation and Measurement, 70:1--12, 2021.","journal-title":"IEEE Transactions on Instrumentation and Measurement"},{"key":"e_1_3_2_1_11_1","first-page":"1","volume-title":"Jeong Gil Ko, and Youngki Lee. Vitamon: Measuring heart rate variability using smartphone front camera. In Mi Zhang","author":"Huynh Sinh","year":"2019","unstructured":"Sinh Huynh, Rajesh Krishna Balan, Jeong Gil Ko, and Youngki Lee. Vitamon: Measuring heart rate variability using smartphone front camera. In Mi Zhang, editor, SenSys 2019 - Proceedings of the 17th Conference on Embedded Networked Sensor Systems, SenSys 2019 - Proceedings of the 17th Conference on Embedded Networked Sensor Systems, pages 1-14. Association for Computing Machinery, Nov. 2019. Publisher Copyright: \u00a9 2019 ACM.; 17th ACM Conference on Embedded Networked Sensor Systems, SenSys 2019; Conference date: 10-11-2019 Through 13-11-2019."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3474085.3475271"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/IPTA.2017.8310110"},{"key":"e_1_3_2_1_14_1","volume-title":"Max-margin object detection. arXiv preprint arXiv:1502.00046","author":"King Davis E","year":"2015","unstructured":"Davis E King. Max-margin object detection. arXiv preprint arXiv:1502.00046, 2015."},{"key":"e_1_3_2_1_15_1","first-page":"5815","volume-title":"International Conference on Machine Learning","author":"Krueger David","year":"2021","unstructured":"David Krueger, Ethan Caballero, Joern-Henrik Jacobsen, Amy Zhang, Jonathan Binas, Dinghuai Zhang, Remi Le Priol, and Aaron Courville. Out-of-distribution generalization via risk extrapolation (rex). In International Conference on Machine Learning, pages 5815--5826. PMLR, 2021."},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58583-9_24"},{"key":"e_1_3_2_1_17_1","first-page":"405","volume-title":"2011 Federated Conference on Computer Science and Information Systems","author":"Lewandowska Magdalena","year":"2011","unstructured":"Magdalena Lewandowska, Jacek Rumi?ski, Tomasz Kocejko, and Jedrzej Nowak. Measuring pulse rate with a webcam - a non-contact method for evaluating cardiac activity. In 2011 Federated Conference on Computer Science and Information Systems, pages 405--410, 2011."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33018577"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3345336.3345345"},{"key":"e_1_3_2_1_20_1","first-page":"19400","article-title":"Multi-task temporal shift attention networks for on-device contactless vitals measurement","volume":"33","author":"Liu Xin","year":"2020","unstructured":"Xin Liu, Josh Fromm, Shwetak Patel, and Daniel McDuff. Multi-task temporal shift attention networks for on-device contactless vitals measurement. Advances in Neural Information Processing Systems, 33:19400--19411, 2020.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_21_1","volume-title":"Sgdr: Stochastic gradient descent with warm restarts. arXiv preprint arXiv:1608.03983","author":"Loshchilov Ilya","year":"2016","unstructured":"Ilya Loshchilov and Frank Hutter. Sgdr: Stochastic gradient descent with warm restarts. arXiv preprint arXiv:1608.03983, 2016."},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01222"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01783"},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPRW.2018.00174"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00656"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-822281-2.00016-0"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1145\/3558518"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/2985766.2985774"},{"key":"e_1_3_2_1_29_1","volume-title":"Towards stable test-time adaptation in dynamic wild world. arXiv preprint arXiv:2302.12400","author":"Niu Shuaicheng","year":"2023","unstructured":"Shuaicheng Niu, Jiaxiang Wu, Yifan Zhang, Zhiquan Wen, Yaofo Chen, Peilin Zhao, and Mingkui Tan. Towards stable test-time adaptation in dynamic wild world. arXiv preprint arXiv:2302.12400, 2023."},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.2018.8546321"},{"key":"e_1_3_2_1_31_1","volume-title":"Vipl-hr: A multi-modal database for pulse estimation from less-constrained face video","author":"Niu X.","year":"2018","unstructured":"X. Niu, H. Han, S. Shan, and X. Chen. Vipl-hr: A multi-modal database for pulse estimation from less-constrained face video. 2018."},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2947204"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-58536-5_18"},{"key":"e_1_3_2_1_34_1","volume-title":"Learning explanations that are hard to vary. arXiv preprint arXiv:2009.00329","author":"Parascandolo Giambattista","year":"2020","unstructured":"Giambattista Parascandolo, Alexander Neitz, Antonio Orvieto, Luigi Gresele, and Bernhard Sch\u00f6lkopf. Learning explanations that are hard to vary. arXiv preprint arXiv:2009.00329, 2020."},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.1364\/OE.18.010762"},{"key":"e_1_3_2_1_36_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2010.2086456"},{"key":"e_1_3_2_1_37_1","article-title":"A multimodal database for psychophysiological studies of social stress","author":"Sabour Rita Meziati","year":"2021","unstructured":"Rita Meziati Sabour, Yannick Benezeth, Pierre De Oliveira, Julien Chappe, and Fan Yang. Ubfc-phys: A multimodal database for psychophysiological studies of social stress. IEEE Transactions on Affective Computing, 2021.","journal-title":"IEEE Transactions on Affective Computing"},{"key":"e_1_3_2_1_38_1","volume-title":"Generalizing across domains via cross-gradient training. arXiv preprint arXiv:1804.10745","author":"Shankar Shiv","year":"2018","unstructured":"Shiv Shankar, Vihari Piratla, Soumen Chakrabarti, Siddhartha Chaudhuri, Preethi Jyothi, and Sunita Sarawagi. Generalizing across domains via cross-gradient training. arXiv preprint arXiv:1804.10745, 2018."},{"key":"e_1_3_2_1_39_1","doi-asserted-by":"publisher","DOI":"10.1136\/thx.54.5.452"},{"key":"e_1_3_2_1_40_1","doi-asserted-by":"publisher","DOI":"10.1109\/TIM.2020.2984168"},{"key":"e_1_3_2_1_41_1","volume-title":"Proceedings of the british machine vision conference","author":"\u00edk Radim","year":"2018","unstructured":"Radim ?petl\u00edk, Vojtech Franc, and Jir\u00ed Matas. Visual heart rate estimation with convolutional neural network. In Proceedings of the british machine vision conference, Newcastle, UK, pages 3--6, 2018."},{"key":"e_1_3_2_1_42_1","doi-asserted-by":"publisher","DOI":"10.1109\/ROMAN.2014.6926392"},{"key":"e_1_3_2_1_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/2993148.2997640"},{"key":"e_1_3_2_1_44_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19775-8_29"},{"key":"e_1_3_2_1_45_1","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2022.3157441"},{"key":"e_1_3_2_1_46_1","doi-asserted-by":"publisher","DOI":"10.1145\/3341105.3373905"},{"key":"e_1_3_2_1_47_1","first-page":"53","volume-title":"Proceedings of the 2nd international workshop on multimedia for personal health and health care","author":"Goran","year":"2017","unstructured":"Goran Udovi?i?, Jurica \u00d0erek, Mladen Russo, and Marjan Sikora. Wearable emotion recognition system based on gsr and ppg signals. In Proceedings of the 2nd international workshop on multimedia for personal health and health care, pages 53--59, 2017."},{"key":"e_1_3_2_1_48_1","doi-asserted-by":"publisher","DOI":"10.1364\/OE.16.021434"},{"key":"e_1_3_2_1_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548267"},{"key":"e_1_3_2_1_50_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2022.3178128"},{"key":"e_1_3_2_1_51_1","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3547866"},{"key":"e_1_3_2_1_52_1","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2016.2609282"},{"key":"e_1_3_2_1_53_1","volume-title":"Eulerian video magnification for revealing subtle changes in the world. ACM transactions on graphics, 31(4):1--8","author":"Wu Hao-Yu","year":"2012","unstructured":"Hao-Yu Wu, Michael Rubinstein, Eugene Shih, John Guttag, Fr\u00e9do Durand, and William Freeman. Eulerian video magnification for revealing subtle changes in the world. ACM transactions on graphics, 31(4):1--8, 2012."},{"key":"e_1_3_2_1_54_1","doi-asserted-by":"publisher","DOI":"10.1109\/FG47880.2020.00076"},{"key":"e_1_3_2_1_55_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP42928.2021.9506276"},{"key":"e_1_3_2_1_56_1","volume-title":"Gradient surgery for multi-task learning","author":"Yu Tianhe","year":"2020","unstructured":"Tianhe Yu, Saurabh Kumar, Abhishek Gupta, Sergey Levine, Karol Hausman, and Chelsea Finn. Gradient surgery for multi-task learning, 2020."},{"key":"e_1_3_2_1_57_1","volume-title":"Bench-marking joint face spoofing and forgery detection with visual and physiological cues. arXiv preprint arXiv:2208.05401","author":"Yu Zitong","year":"2022","unstructured":"Zitong Yu, Rizhao Cai, Zhi Li, Wenhan Yang, Jingang Shi, and Alex C Kot. Bench-marking joint face spoofing and forgery detection with visual and physiological cues. arXiv preprint arXiv:2208.05401, 2022."},{"key":"e_1_3_2_1_58_1","volume-title":"Remote photoplethysmograph signal measurement from facial videos using spatio-temporal networks","author":"Yu Zitong","year":"2019","unstructured":"Zitong Yu, Xiaobai Li, and Guoying Zhao. Remote photoplethysmograph signal measurement from facial videos using spatio-temporal networks. 2019."},{"key":"e_1_3_2_1_59_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00024"},{"key":"e_1_3_2_1_60_1","volume-title":"Physformer: Facial video-based physiological measurement with temporal difference transformer. arXiv preprint arXiv:2111.12082","author":"Yu Zitong","year":"2021","unstructured":"Zitong Yu, Yuming Shen, Jingang Shi, Hengshuang Zhao, Philip Torr, and Guoying Zhao. Physformer: Facial video-based physiological measurement with temporal difference transformer. arXiv preprint arXiv:2111.12082, 2021."},{"key":"e_1_3_2_1_61_1","volume-title":"Adadelta: an adaptive learning rate method. arXiv preprint arXiv:1212.5701","author":"Zeiler Matthew D","year":"2012","unstructured":"Matthew D Zeiler. Adadelta: an adaptive learning rate method. arXiv preprint arXiv:1212.5701, 2012"}],"event":{"name":"MM '23: The 31st ACM International Conference on Multimedia","location":"Ottawa ON Canada","acronym":"MM '23","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 31st ACM International Conference on Multimedia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3581783.3612265","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3581783.3612265","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,22]],"date-time":"2025-08-22T00:04:02Z","timestamp":1755821042000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3581783.3612265"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,26]]},"references-count":61,"alternative-id":["10.1145\/3581783.3612265","10.1145\/3581783"],"URL":"https:\/\/doi.org\/10.1145\/3581783.3612265","relation":{},"subject":[],"published":{"date-parts":[[2023,10,26]]},"assertion":[{"value":"2023-10-27","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}