{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,18]],"date-time":"2026-03-18T17:21:39Z","timestamp":1773854499785,"version":"3.50.1"},"reference-count":42,"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":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62371413"],"award-info":[{"award-number":["62371413"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Yantai Basic Research Key Project","award":["2023JCYJ041"],"award-info":[{"award-number":["2023JCYJ041"]}]},{"name":"Yantai Basic Research Key Project","award":["2023JCYJ041"],"award-info":[{"award-number":["2023JCYJ041"]}]},{"name":"Youth Innovation Science and Technology Support Program of Shandong Provincial","award":["2023KJ239"],"award-info":[{"award-number":["2023KJ239"]}]},{"name":"Youth Program of Natural Science Foundation of Shandong Provinceunder","award":["ZR2024QF001"],"award-info":[{"award-number":["ZR2024QF001"]}]},{"name":"Shanghai Municipal Science and Technology","award":["2023SHZDZX02A05"],"award-info":[{"award-number":["2023SHZDZX02A05"]}]},{"name":"Shanghai Rising-Star","award":["24QA2703300"],"award-info":[{"award-number":["24QA2703300"]}]},{"name":"CFFF Platform through Fudan University"},{"name":"Ongoing Research Funding Program—Research Chairs","award":["ORF-RC-2025-0700"],"award-info":[{"award-number":["ORF-RC-2025-0700"]}]},{"name":"King Saud University, Riyadh, Saudi Arabia"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2026,1]]},"DOI":"10.1109\/jbhi.2025.3601059","type":"journal-article","created":{"date-parts":[[2025,8,23]],"date-time":"2025-08-23T01:01:12Z","timestamp":1755910872000},"page":"732-745","source":"Crossref","is-referenced-by-count":2,"title":["Dual-MFNet: AI-Driven Dual-Scale Multimodal Fusion With State Space Networks for Personalized MRI Synthesis"],"prefix":"10.1109","volume":"30","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1989-1360","authenticated-orcid":false,"given":"Jun","family":"Lyu","sequence":"first","affiliation":[{"name":"Shanghai Pudong Hospital and Human Phenome Institute, Fudan University, Shanghai, China"}]},{"given":"Xiudong","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Computer and Control Engineering, Yantai University, Yantai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5906-9422","authenticated-orcid":false,"given":"M. Shamim","family":"Hossain","sequence":"additional","affiliation":[{"name":"Department of Software Engineering, College of Computer and Information Sciences, Research Chair of Pervasive and Mobile Computing, King Saud University, Riyadh, Saudi Arabia"}]},{"given":"Selwa A. F.","family":"Al-Hazzaa","sequence":"additional","affiliation":[{"name":"King Abdulaziz City for Science and Technology (KACST), Riyadh, Saudi Arabia"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8890-4973","authenticated-orcid":false,"given":"Chengyan","family":"Wang","sequence":"additional","affiliation":[{"name":"Shanghai Pudong Hospital and Human Phenome Institute, Fudan University, Shanghai, China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72718-7_6"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1177\/19714009090220S108"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.4103\/0971-3026.169466"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI.2018.8363790"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102560"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102536"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2017.2764326"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.3042523"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.2964016"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2020.2975344"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102415"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2017.632"},{"key":"ref13","first-page":"8780","article-title":"Diffusion models beat GANs on image synthesis","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Dhariwal","year":"2021"},{"key":"ref14","article-title":"GANBERT: Generative adversarial networks with bidirectional encoder representations from transformers for MRI to pet synthesis","author":"Shin","year":"2020"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2022.3167808"},{"key":"ref16","article-title":"PTNet: A high-resolution infant MRI synthesizer based on transformer","author":"Zhang","year":"2021"},{"key":"ref17","article-title":"An image is worth 16x16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020"},{"key":"ref18","article-title":"A novel unified conditional score-based generative framework for multi-modal medical image completion","author":"Meng","year":"2022","journal-title":"CoRR"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-34048-2_30"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102450"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-43999-5_38"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2023.3290149"},{"key":"ref23","article-title":"Vision mamba: Efficient visual representation learning with bidirectional state space model","volume-title":"Proc. 41st Int. Conf. Mach. Learn.","author":"Zhu","year":"2024"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3767748"},{"key":"ref25","article-title":"MedMamba: Vision mamba for medical image classification","author":"Yue","year":"2024"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3172976"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102381"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.media.2020.101944"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3082541"},{"key":"ref30","article-title":"Simplified state space layers for sequence modeling","volume-title":"Proc. 11th Int. Conf. Learn. Representations","author":"Smith","year":"2022"},{"key":"ref31","article-title":"Efficiently modeling long sequences with structured state spaces","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Gu","year":"2021"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2023.3310989"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102779"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2015.2415519"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102759"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3068357"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2013.2242480"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2024.3517642"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72649-1_13"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/jbhi.2025.3532488"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/TMI.2014.2377694"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/S1361-8415(01)00036-6"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6221020\/11338775\/11134282.pdf?arnumber=11134282","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,12]],"date-time":"2026-01-12T22:02:01Z","timestamp":1768255321000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11134282\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1]]},"references-count":42,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2025.3601059","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1]]}}}