{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,13]],"date-time":"2026-01-13T05:04:19Z","timestamp":1768280659487,"version":"3.49.0"},"reference-count":66,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"1","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Social and hUman ceNtered XR - SUN EC, Horizon Europe","award":["101092612"],"award-info":[{"award-number":["101092612"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2026,1]]},"DOI":"10.1109\/jbhi.2025.3580474","type":"journal-article","created":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T13:41:17Z","timestamp":1750167677000},"page":"339-352","source":"Crossref","is-referenced-by-count":2,"title":["Replacing Attention With Modality-Wise Convolution for Energy-Efficient PPG-Based Heart Rate Estimation Using Knowledge Distillation"],"prefix":"10.1109","volume":"30","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3607-8187","authenticated-orcid":false,"given":"Panagiotis","family":"Kasnesis","sequence":"first","affiliation":[{"name":"RnD Department, ThinGenious PC, Marousi, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3221-0745","authenticated-orcid":false,"given":"Lazaros","family":"Toumanidis","sequence":"additional","affiliation":[{"name":"RnD Department, ThinGenious PC, Marousi, Greece"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2872-7071","authenticated-orcid":false,"given":"Daniele Jahier","family":"Pagliari","sequence":"additional","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6215-8220","authenticated-orcid":false,"given":"Alessio","family":"Burrello","sequence":"additional","affiliation":[{"name":"Department of Control and Computer Engineering, Politecnico di Torino, Turin, Italy"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2023.3298932"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2021.03.003"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.4258\/hir.2016.22.3.156"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2022.01.030"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2023.3278168"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2014.2359372"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.15406\/ijbsbe.2018.04.00125"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.3390\/s16010010"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICBME.2016.7890946"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2015.2406332"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC44109.2020.9175346"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2017.2676243"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2018.8461520"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.3390\/s19143079"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2019.2892297"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2021.3122017"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1145\/3487910"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/FDL59689.2023.10272045"},{"key":"ref19","article-title":"Attention is all you need","volume-title":"Adv. Neural Inf. Process. Syst.","author":"Vaswani","year":"2017"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01457"},{"key":"ref21","article-title":"Distilbert, a distilled version of bert: Smaller, faster, cheaper and lighter","author":"Sanh","year":"2019"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3181328"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3242969.3242985"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/COMPSAC57700.2023.00267"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.23919\/EUSIPCO.2017.8081656"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC44109.2020.9175349"},{"key":"ref27","first-page":"173","article-title":"BeliefPPG: Uncertainty-aware heart rate estimation from PPG signals via belief propagation","volume-title":"Proc. 39th Conf. Uncertainty Artif. Intell.","author":"Bieri","year":"2023"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/tbme.2024.3477275"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2009.10.006"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2020.2982540"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/EMBC.2019.8856989"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2981956"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3441626"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TBCAS.2020.3001675"},{"key":"ref35","article-title":"An empirical evaluation of generic convolutional and recurrent networks for sequence modeling","author":"Bai","year":"2018"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-49409-8_7"},{"key":"ref37","article-title":"Muse: Text-to-image generation via masked generative transformers","author":"Chang","year":"2023"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01667"},{"key":"ref39","first-page":"17161","article-title":"Distilling the knowledge in a neural network","volume-title":"Proc. IEEE\/CVF Conf. Comput. Vis. Pattern Recognit.","author":"Hinton","year":"2022"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021\/362"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2019.00409"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00381"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548238"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2023.119073"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.120883"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3049119"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.07.045"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00286"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/TCSII.2020.2983648"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR42600.2020.00242"},{"key":"ref51","article-title":"SmoothQuant: Accurate and efficient post-training quantization for large language models","author":"Xiao","year":"2023"},{"key":"ref52","article-title":"STM32H7"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/patmos.2017.8106971"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.3109\/03091900903150998"},{"key":"ref55","doi-asserted-by":"crossref","DOI":"10.23915\/distill.00021","article-title":"Computing receptive fields of convolutional neural networks","volume-title":"Distill","author":"Araujo","year":"2019"},{"key":"ref56","first-page":"4974","article-title":"A simple neural network module for relational reasoning","volume-title":"Proc. 31st Int. Conf. Neural Inf.n Process. Syst.","author":"Santoro","year":"2017"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV48922.2021.00041"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.23919\/DATE54114.2022.9774639"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-01054-6_7"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2023.3256400"},{"key":"ref61","article-title":"ADAM: A method for stochastic optimization","author":"Kingma","year":"2015"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2021.3073047"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1093\/oso\/9780198538493.001.0001"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/TC.2021.3066883"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/ISLPED52811.2021.9502494"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1088\/1361-6579\/ac3b3d"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6221020\/11338775\/11038938.pdf?arnumber=11038938","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T22:02:30Z","timestamp":1768255350000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11038938\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1]]},"references-count":66,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2025.3580474","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1]]}}}