{"id":"https://openalex.org/W7161829429","doi":"https://doi.org/10.1109/isbi61048.2026.11515797","title":"MambaME: A Mamba-Based Framework for Efficient and Accurate Joint Microstructure Estimation from Diffusion MRI","display_name":"MambaME: A Mamba-Based Framework for Efficient and Accurate Joint Microstructure Estimation from Diffusion MRI","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7161829429","doi":"https://doi.org/10.1109/isbi61048.2026.11515797"},"language":null,"primary_location":{"id":"doi:10.1109/isbi61048.2026.11515797","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515797","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026378784","display_name":"Taohui Xiao","orcid":"https://orcid.org/0000-0002-3486-5278"},"institutions":[{"id":"https://openalex.org/I4210158823","display_name":"Weihai Science and Technology Bureau","ror":"https://ror.org/05mx4xx46","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210158823"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Taohui Xiao","raw_affiliation_strings":["School of Airspace Science and Engineering, Shandong University,Weihai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Airspace Science and Engineering, Shandong University,Weihai,China","institution_ids":["https://openalex.org/I4210158823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136593112","display_name":"Cheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Li","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136563806","display_name":"Wenxin Fan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenxin Fan","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006982903","display_name":"Ruoyou Wu","orcid":"https://orcid.org/0000-0002-4006-9243"},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoyou Wu","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394043","display_name":"Sheng Zhang","orcid":"https://orcid.org/0000-0003-0843-0622"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sheng Zhang","raw_affiliation_strings":["Imperial College London,Bioengineering Department and Imperial-X,London,United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Imperial College London,Bioengineering Department and Imperial-X,London,United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036674256","display_name":"Enqing Dong","orcid":"https://orcid.org/0000-0002-1013-7639"},"institutions":[{"id":"https://openalex.org/I4210158823","display_name":"Weihai Science and Technology Bureau","ror":"https://ror.org/05mx4xx46","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210158823"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enqing Dong","raw_affiliation_strings":["School of Airspace Science and Engineering, Shandong University,Weihai,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Airspace Science and Engineering, Shandong University,Weihai,China","institution_ids":["https://openalex.org/I4210158823"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136551876","display_name":"Qiegen Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiegen Liu","raw_affiliation_strings":["Nanchang University,Department of Electronic Information Engineering,Nanchang,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanchang University,Department of Electronic Information Engineering,Nanchang,China","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5136534539","display_name":"Shanshan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145761","display_name":"Shenzhen Institutes of Advanced Technology","ror":"https://ror.org/04gh4er46","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210145761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Wang","raw_affiliation_strings":["Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences,Paul C. Lauterbur Research Center for Biomedical Imaging,Shenzhen,China","institution_ids":["https://openalex.org/I4210145761"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.8072999715805054,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.8072999715805054,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12603","display_name":"NMR spectroscopy and applications","score":0.032499998807907104,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.01360000018030405,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.5663999915122986},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.41359999775886536},{"id":"https://openalex.org/keywords/microstructure","display_name":"Microstructure","score":0.3982999920845032},{"id":"https://openalex.org/keywords/estimation-theory","display_name":"Estimation theory","score":0.28139999508857727},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.259799987077713}],"concepts":[{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.5663999915122986},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.41359999775886536},{"id":"https://openalex.org/C87976508","wikidata":"https://www.wikidata.org/wiki/Q1498213","display_name":"Microstructure","level":2,"score":0.3982999920845032},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3617999851703644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3449999988079071},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2976999878883362},{"id":"https://openalex.org/C167928553","wikidata":"https://www.wikidata.org/wiki/Q1376021","display_name":"Estimation theory","level":2,"score":0.28139999508857727},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28049999475479126},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.259799987077713},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.23980000615119934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi61048.2026.11515797","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi61048.2026.11515797","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE 23rd International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.40230610966682434,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G847366502","display_name":null,"funder_award_id":"U22A2040,62401339,62171261","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G998417102","display_name":null,"funder_award_id":"2023YFA1011400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2024729467","https://openalex.org/W2032254014","https://openalex.org/W2062791478","https://openalex.org/W2077559791","https://openalex.org/W2116823839","https://openalex.org/W2118879132","https://openalex.org/W2120259577","https://openalex.org/W2139794744","https://openalex.org/W2148873802","https://openalex.org/W2328247767","https://openalex.org/W2524124781","https://openalex.org/W3001258698","https://openalex.org/W3033099853","https://openalex.org/W4210278984","https://openalex.org/W4295747298","https://openalex.org/W4400849969","https://openalex.org/W4403863624","https://openalex.org/W4410295938","https://openalex.org/W4413055950","https://openalex.org/W7139129833"],"related_works":[],"abstract_inverted_index":{"Brain":[0],"microstructure":[1],"estimation":[2,32,61,85,146,163],"using":[3],"diffusion":[4,35,64,94],"MRI":[5],"(dMRI)":[6],"enables":[7],"quantitative":[8],"characterization":[9],"of":[10,107],"brain":[11],"tissue":[12],"organization.":[13],"Traditional":[14],"dMRI":[15,77],"models":[16],"typically":[17],"estimate":[18],"isolated":[19],"parameters,":[20],"leading":[21],"to":[22,90],"fragmented":[23],"interpretations.":[24],"Recent":[25],"deep":[26,143],"learning":[27],"approaches":[28,147],"have":[29],"explored":[30],"joint":[31,59,84,110],"across":[33,62,93],"multiple":[34,63],"models,":[36],"but":[37],"often":[38],"suffer":[39],"from":[40],"limited":[41],"computational":[42,158],"efficiency":[43,159],"and":[44,57,115,119,152],"accuracy.":[45,164],"In":[46],"this":[47],"study,":[48],"we":[49],"propose":[50],"MambaME,":[51],"a":[52],"Mamba-based":[53],"framework":[54],"for":[55,109],"efficient":[56],"accurate":[58],"microstructural":[60,145],"models.":[65,95],"By":[66],"leveraging":[67],"the":[68,98,105],"Mamba":[69],"architecture,":[70],"MambaME":[71,108,129,155],"captures":[72],"long-range":[73],"dependencies":[74],"in":[75],"high-dimensional":[76],"signals,":[78],"enabling":[79],"effective":[80],"multi-model":[81],"estimation.":[82,123],"A":[83],"loss":[86],"is":[87],"further":[88],"introduced":[89],"improve":[91],"optimization":[92],"Experiments":[96],"on":[97],"Human":[99],"Connectome":[100],"Project":[101],"(HCP)":[102],"dataset":[103],"demonstrate":[104],"effectiveness":[106],"Diffusion":[111],"Kurtosis":[112],"Imaging":[113,121],"(DKI)":[114],"Neurite":[116],"Orientation":[117],"Dispersion":[118],"Density":[120],"(NODDI)":[122],"Compared":[124],"with":[125],"five":[126],"state-of-the-art":[127],"methods,":[128],"achieves":[130],"superior":[131],"accuracy":[132],"while":[133,160],"providing":[134],"<tex":[135],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[136],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">$3-10":[137],"\\times$</tex>":[138],"faster":[139],"inference":[140],"than":[141],"existing":[142],"learning-based":[144],"such":[148],"as":[149],"q-DL,":[150],"MESC-SD,":[151],"HGT.":[153],"Overall,":[154],"substantially":[156],"improves":[157],"also":[161],"enhancing":[162]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-05-21T00:00:00"}
