{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T03:15:46Z","timestamp":1783394146325,"version":"3.54.6"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032295927","type":"print"},{"value":"9783032295934","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-29593-4_15","type":"book-chapter","created":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T02:50:49Z","timestamp":1783392649000},"page":"236-249","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Research on Robust Non-contact Heart Rate Detection Methods Resistant to Head Movements and Illumination Variations"],"prefix":"10.1007","author":[{"given":"Shanxin","family":"Huang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qian","family":"Chen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shuaishuai","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhen","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,7]]},"reference":[{"issue":"1","key":"15_CR1","doi-asserted-by":"publisher","first-page":"280","DOI":"10.3390\/jcm13010280","volume":"13","author":"P Nicolini","year":"2024","unstructured":"Nicolini, P., Malfatto, G., Lucchi, T.: Heart rate variability and cognition: a narrative systematic review of longitudinal studies. J. Clin. Med. 13(1), 280 (2024)","journal-title":"J. Clin. Med."},{"key":"15_CR2","unstructured":"Gu, A., Dao, T.: Mamba: Linear-time sequence modeling with selective state spaces. arXiv preprint arXiv:2312.00752 (2023)"},{"key":"15_CR3","doi-asserted-by":"crossref","unstructured":"Yu, Z., Shen, Y., Shi, J., Zhao, H., Torr, P.H.S., Zhao, G.: PhysFormer: facial video-based physiological measurement with temporal difference transformer. In: IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 4176\u20134186. IEEE, New Orleans (2022)","DOI":"10.1109\/CVPR52688.2022.00415"},{"key":"15_CR4","series-title":"LNCS","first-page":"1","volume-title":"Biometric Recognition, CCBR 2024","author":"C Luo","year":"2025","unstructured":"Luo, C., Xie, Y., Yu, Z.: PhysMamba: efficient remote physiological measurement with SlowFast temporal difference mamba. In: Yu, S., Liu, Y., Zhao, G., Wang, Z. (eds.) Biometric Recognition, CCBR 2024. LNCS, vol. 15353, pp. 1\u201313. Springer, Singapore (2025)"},{"key":"15_CR5","doi-asserted-by":"crossref","unstructured":"Dai, J., et al.: Deformable convolutional networks. In: IEEE International Conference on Computer Vision (ICCV), pp. 764\u2013773. IEEE (2017)","DOI":"10.1109\/ICCV.2017.89"},{"issue":"26","key":"15_CR6","doi-asserted-by":"publisher","first-page":"21434","DOI":"10.1364\/OE.16.021434","volume":"16","author":"W Verkruysse","year":"2008","unstructured":"Verkruysse, W., Svaasand, L.O., Nelson, J.S.: Remote plethysmographic imaging using ambient light. Opt. Express 16(26), 21434\u201321445 (2008)","journal-title":"Opt. Express"},{"key":"15_CR7","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2025.114080","volume":"326","author":"M Usman","year":"2025","unstructured":"Usman, M., Sobotka, M., Ruminski, J.: STREAM-Net: spatio-temporal feature fusion network for robust rPPG signal measurement in remote health monitoring. Knowl.-Based Syst. 326, 114080 (2025)","journal-title":"Knowl.-Based Syst."},{"key":"15_CR8","volume":"141","author":"L Irla","year":"2021","unstructured":"Irla, L., Girdhar, P.: AND-rPPG: a novel denoising-rPPG network for improving remote heart rate estimation. Comput. Biol. Med. 141, 105146 (2021)","journal-title":"Comput. Biol. Med."},{"key":"15_CR9","unstructured":"Yu, Z., Li, X., Zhao, G.: Remote photoplethysmograph signal measurement from facial videos using spatio-temporal networks. arXiv preprint arXiv:1905.02419 (2019)"},{"key":"15_CR10","doi-asserted-by":"publisher","first-page":"44699","DOI":"10.1007\/s11042-023-16794-9","volume":"83","author":"RJ Lee","year":"2024","unstructured":"Lee, R.J., Sivakumar, S., Lim, K.H.: Review on remote heart rate measurements using photoplethysmography. Multimedia Tools Appl. 83, 44699\u201344728 (2024)","journal-title":"Multimedia Tools Appl."},{"key":"15_CR11","doi-asserted-by":"publisher","DOI":"10.1016\/j.bspc.2024.106963","volume":"100","author":"S Chen","year":"2025","unstructured":"Chen, S., Zhang, Y., Wang, Z., Liu, X.: An image enhancement based method for improving rPPG extraction under low-light illumination. Biomed. Signal Process. Control 100, 106963 (2025)","journal-title":"Biomed. Signal Process. Control"},{"key":"15_CR12","doi-asserted-by":"crossref","unstructured":"Botina-Monsalve, D., Benezeth, Y., Miteran, J.: RTrPPG: An ultra-light 3DCNN for real-time remote photoplethysmography. In: IEEE\/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 2145\u20132153. IEEE (2022)","DOI":"10.1109\/CVPRW56347.2022.00233"},{"key":"15_CR13","first-page":"19400","volume":"33","author":"X Liu","year":"2020","unstructured":"Liu, X., Hill, B., Jiang, Z., Patel, S., McDuff, D.: Multi-task temporal shift attention networks for on-device contactless vitals measurement. Adv. Neural. Inf. Process. Syst. 33, 19400\u201319411 (2020)","journal-title":"Adv. Neural. Inf. Process. Syst."},{"key":"15_CR14","doi-asserted-by":"crossref","unstructured":"Liu, X., Hill, B., Jiang, Z., Patel, S., McDuff, D.: EfficientPhys: enabling simple, fast and accurate camera-based cardiac measurement. In: IEEE\/CVF Winter Conference on Applications of Computer Vision (WACV), pp. 4997\u20135006. IEEE, Waikoloa (2023)","DOI":"10.1109\/WACV56688.2023.00498"},{"key":"15_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2025.111511","volume":"164","author":"B Zou","year":"2024","unstructured":"Zou, B., Yang, J., Zhao, G.: RhythmFormer: extracting patterned rPPG signals based on periodic sparse attention. Pattern Recogn. 164, 111511 (2024)","journal-title":"Pattern Recogn."},{"key":"15_CR16","doi-asserted-by":"crossref","unstructured":"Savic, M., Zhao, G.: PhySU-Net: long temporal context transformer for rPPG with self-supervised pre-training. arXiv preprint arXiv:2402.11913 (2024)","DOI":"10.1007\/978-3-031-78341-8_15"},{"key":"15_CR17","unstructured":"Gu, A., Goel, K., R\u00e9, C.: Efficiently modeling long sequences with structured state spaces. In: International Conference on Learning Representations (ICLR) (2022)"},{"key":"15_CR18","unstructured":"Gu, A., et al.: Combining recurrent, convolutional, and continuous-time models with linear state-space layers. In: Advances in Neural Information Processing Systems (NeurIPS) (2021)"},{"key":"15_CR19","doi-asserted-by":"crossref","unstructured":"Hatamizadeh, A., Kautz, J.: MambaVision: a hybrid Mamba\u2013Transformer vision backbone. In: IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (2025)","DOI":"10.1109\/CVPR52734.2025.02352"},{"key":"15_CR20","doi-asserted-by":"publisher","first-page":"100","DOI":"10.3390\/s25010100","volume":"25","author":"C Huo","year":"2025","unstructured":"Huo, C., Yin, P., Fu, B.: MultiPhys: heterogeneous fusion of Mamba and Transformer for video-based multi-task physiological measurement. Sensors 25, 100 (2025)","journal-title":"Sensors"},{"key":"15_CR21","unstructured":"Bahdanau, D., Cho, K., Bengio, Y.: Neural machine translation by jointly learning to align and translate. arXiv preprint arXiv:1409.0473 (2014)"},{"key":"15_CR22","first-page":"1","volume":"98","author":"S Bobbia","year":"2017","unstructured":"Bobbia, S., Macwan, R., Benezeth, Y., Mansouri, A., Dubois, J.: Unsupervised skin tissue segmentation for remote photoplethysmography. Pattern Recogn. Lett. 98, 1\u20137 (2017)","journal-title":"Pattern Recogn. Lett."},{"key":"15_CR23","doi-asserted-by":"crossref","unstructured":"Stricker, R., M\u00fcller, S., Gross, H.-M.: Non-contact video-based pulse rate measurement on a mobile service robot. In: IEEE International Symposium on Robot and Human Interactive Communication, pp. 1056\u20131062. IEEE (2014)","DOI":"10.1109\/ROMAN.2014.6926392"},{"key":"15_CR24","doi-asserted-by":"crossref","unstructured":"Tang, J., Chen, X., Wang, Y., Song, J., Zhao, G.: MMPD: multi-domain mobile video physiology dataset. In: Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 1\u20134. IEEE (2023)","DOI":"10.1109\/EMBC40787.2023.10340857"},{"key":"15_CR25","doi-asserted-by":"publisher","first-page":"68485","DOI":"10.52202\/075280-2995","volume":"36","author":"X Liu","year":"2023","unstructured":"Liu, X., Shen, Y., Zhao, G., McDuff, D.: RPPG-Toolbox: deep remote PPG toolbox. Adv. Neural. Inf. Process. Syst. 36, 68485\u201368510 (2023)","journal-title":"Adv. Neural. Inf. Process. Syst."},{"key":"15_CR26","doi-asserted-by":"crossref","unstructured":"Chen, W., McDuff, D.: DeepPhys: video-based physiological measurement using convolutional attention networks. In: European Conference on Computer Vision (ECCV), pp. 349\u2013365. Springer, Cham (2018)","DOI":"10.1007\/978-3-030-01216-8_22"}],"container-title":["Lecture Notes in Computer Science","Human-Computer Interaction"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-29593-4_15","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T02:51:14Z","timestamp":1783392674000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-29593-4_15"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032295927","9783032295934"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-29593-4_15","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"7 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"HCII","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Human-Computer Interaction","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Montreal, QC","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hcii2026","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/2026.hci.international\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}