{"id":"https://openalex.org/W7127388820","doi":"https://doi.org/10.1109/tmi.2026.3660361","title":"From Contrast-Driven Segmentation to Central Lumbar Spinal Stenosis Grading: A Comprehensive Multi-View Spinal MRI Image Analysis","display_name":"From Contrast-Driven Segmentation to Central Lumbar Spinal Stenosis Grading: A Comprehensive Multi-View Spinal MRI Image Analysis","publication_year":2026,"publication_date":"2026-02-03","ids":{"openalex":"https://openalex.org/W7127388820","doi":"https://doi.org/10.1109/tmi.2026.3660361","pmid":"https://pubmed.ncbi.nlm.nih.gov/41632680"},"language":"en","primary_location":{"id":"doi:10.1109/tmi.2026.3660361","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2026.3660361","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5124916415","display_name":"Zhengchao Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I134738993","display_name":"Shandong University of Traditional Chinese Medicine","ror":"https://ror.org/0523y5c19","country_code":"CN","type":"education","lineage":["https://openalex.org/I134738993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengchao Zhou","raw_affiliation_strings":["Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0006-8811-8864","affiliations":[{"raw_affiliation_string":"Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao, China","institution_ids":["https://openalex.org/I134738993"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Pingping Wang","orcid":"https://orcid.org/0000-0003-3026-9038"},"institutions":[{"id":"https://openalex.org/I134738993","display_name":"Shandong University of Traditional Chinese Medicine","ror":"https://ror.org/0523y5c19","country_code":"CN","type":"education","lineage":["https://openalex.org/I134738993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pingping Wang","raw_affiliation_strings":["Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-3026-9038","affiliations":[{"raw_affiliation_string":"Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao, China","institution_ids":["https://openalex.org/I134738993"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124916808","display_name":"Xinggui Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161528","display_name":"Qilu Hospital of Shandong University","ror":"https://ror.org/056ef9489","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161528"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinggui Ji","raw_affiliation_strings":["Department of Medical Imaging Center, Qilu Hospital of Shandong University, Dezhou Hospital, Dezhou, China"],"raw_orcid":"https://orcid.org/0009-0009-7545-6348","affiliations":[{"raw_affiliation_string":"Department of Medical Imaging Center, Qilu Hospital of Shandong University, Dezhou Hospital, Dezhou, China","institution_ids":["https://openalex.org/I4210161528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101075317","display_name":"Wanbo Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161528","display_name":"Qilu Hospital of Shandong University","ror":"https://ror.org/056ef9489","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210161528"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanbo Xu","raw_affiliation_strings":["Department of Medical Imaging Center, Qilu Hospital of Shandong University, Dezhou Hospital, Dezhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging Center, Qilu Hospital of Shandong University, Dezhou Hospital, Dezhou, China","institution_ids":["https://openalex.org/I4210161528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086112796","display_name":"Zhongyi Han","orcid":"https://orcid.org/0000-0003-2851-193X"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyi Han","raw_affiliation_strings":["School of Software, Shandong University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-2851-193X","affiliations":[{"raw_affiliation_string":"School of Software, Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107943720","display_name":"Benzheng Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I134738993","display_name":"Shandong University of Traditional Chinese Medicine","ror":"https://ror.org/0523y5c19","country_code":"CN","type":"education","lineage":["https://openalex.org/I134738993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Benzheng Wei","raw_affiliation_strings":["Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-9640-4947","affiliations":[{"raw_affiliation_string":"Center for Medical Artificial Intelligence, Shandong University of Traditional Chinese Medicine, Qingdao, China","institution_ids":["https://openalex.org/I134738993"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08305204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"45","issue":"6","first_page":"2713","last_page":"2726"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9710999727249146,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9710999727249146,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10238","display_name":"Spine and Intervertebral Disc Pathology","score":0.01590000092983246,"subfield":{"id":"https://openalex.org/subfields/2734","display_name":"Pathology and Forensic Medicine"},"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sagittal-plane","display_name":"Sagittal plane","score":0.6718999743461609},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6000000238418579},{"id":"https://openalex.org/keywords/spinal-stenosis","display_name":"Spinal stenosis","score":0.4893999993801117},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.4756999909877777},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.44940000772476196},{"id":"https://openalex.org/keywords/lumbar","display_name":"Lumbar","score":0.42910000681877136},{"id":"https://openalex.org/keywords/lumbar-spinal-stenosis","display_name":"Lumbar spinal stenosis","score":0.41850000619888306},{"id":"https://openalex.org/keywords/image-registration","display_name":"Image registration","score":0.38359999656677246}],"concepts":[{"id":"https://openalex.org/C178910020","wikidata":"https://www.wikidata.org/wiki/Q2211994","display_name":"Sagittal plane","level":2,"score":0.6718999743461609},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6000000238418579},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.536899983882904},{"id":"https://openalex.org/C2780175798","wikidata":"https://www.wikidata.org/wiki/Q1478321","display_name":"Spinal stenosis","level":3,"score":0.4893999993801117},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.48399999737739563},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.4756999909877777},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45809999108314514},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.44940000772476196},{"id":"https://openalex.org/C44575665","wikidata":"https://www.wikidata.org/wiki/Q1293405","display_name":"Lumbar","level":2,"score":0.42910000681877136},{"id":"https://openalex.org/C2779631646","wikidata":"https://www.wikidata.org/wiki/Q17164695","display_name":"Lumbar spinal stenosis","level":3,"score":0.41850000619888306},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.38359999656677246},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.38119998574256897},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3734999895095825},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3693999946117401},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.36579999327659607},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.35409998893737793},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3506999909877777},{"id":"https://openalex.org/C2781438226","wikidata":"https://www.wikidata.org/wiki/Q7577457","display_name":"Spinal disease","level":3,"score":0.3149999976158142},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.31119999289512634},{"id":"https://openalex.org/C2780375110","wikidata":"https://www.wikidata.org/wiki/Q770609","display_name":"Spinal fusion","level":2,"score":0.3084999918937683},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C2779326565","wikidata":"https://www.wikidata.org/wiki/Q781983","display_name":"Spinal canal","level":3,"score":0.28839999437332153},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.28540000319480896},{"id":"https://openalex.org/C2779835254","wikidata":"https://www.wikidata.org/wiki/Q405478","display_name":"Lumbar vertebrae","level":3,"score":0.2849000096321106},{"id":"https://openalex.org/C2780007028","wikidata":"https://www.wikidata.org/wiki/Q2343082","display_name":"Stenosis","level":2,"score":0.2816999852657318}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008159","descriptor_name":"Lumbar Vertebrae","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D013130","descriptor_name":"Spinal Stenosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D013130","descriptor_name":"Spinal Stenosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/tmi.2026.3660361","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmi.2026.3660361","pdf_url":null,"source":{"id":"https://openalex.org/S58069681","display_name":"IEEE Transactions on Medical Imaging","issn_l":"0278-0062","issn":["0278-0062","1558-254X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Medical Imaging","raw_type":"journal-article"},{"id":"pmid:41632680","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41632680","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on medical imaging","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/1","score":0.519871711730957,"display_name":"No poverty"}],"awards":[{"id":"https://openalex.org/G2120555186","display_name":null,"funder_award_id":"No.ZR2024MF139","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3133074052","display_name":null,"funder_award_id":"No.62372280","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5371126573","display_name":null,"funder_award_id":"NO.62402297","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6514427343","display_name":null,"funder_award_id":"No. ZR2023QF094","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Central":[0,69],"lumbar":[1],"spinal":[2,7,108],"stenosis,":[3],"a":[4,96],"prevalent":[5],"degenerative":[6],"disorder,":[8],"severely":[9],"impacts":[10],"the":[11,86,90,122,127,131,135,146,164,173,181],"quality":[12],"of":[13,50,83,92,157,166,183,187,197,200,204],"life":[14],"for":[15,34],"those":[16],"affected.":[17],"Axial":[18],"and":[19,29,54,106,130,140,170,202,219,225],"sagittal":[20,139],"MRI":[21,52,76],"images":[22],"offer":[23],"diverse":[24],"information":[25],"on":[26],"tissue":[27,109],"structure":[28],"lesions,":[30],"which":[31,152],"is":[32],"crucial":[33],"accurate":[35],"diagnosis.":[36],"However,":[37],"MRI-based":[38],"diagnostic":[39],"approaches":[40],"still":[41],"have":[42],"poor":[43],"lesion":[44],"localization,":[45],"insufficient":[46],"cross-view":[47],"alignment,":[48],"underutilization":[49],"multi-view":[51,147],"information,":[53,169],"limited":[55],"generalization":[56,224],"across":[57,160],"patient":[58],"variability.":[59],"To":[60],"address":[61],"these":[62],"problems,":[63],"we":[64],"proposed":[65],"an":[66,194],"Encompassing":[67],"Lumbar":[68],"Spinal":[70],"Stenosis":[71],"Grading":[72],"Model":[73],"via":[74],"Multi-view":[75],"Image":[77],"Fusion":[78,149],"called":[79],"ELSG-MF.":[80],"ELSG-MF":[81],"consists":[82],"three":[84],"stages:":[85],"first":[87],"stage":[88],"utilizes":[89],"extraction":[91,165],"robust":[93,223],"pseudo-labels":[94],"through":[95],"contrast-driven":[97],"consistency":[98],"reinforcement":[99],"technique":[100],"to":[101,120,176],"guide":[102],"Med-SAM":[103],"in":[104,180],"localizing":[105],"segmenting":[107],"components.":[110],"The":[111],"Sagittal-Axial":[112],"Pairing":[113],"(SAP)":[114],"Algorithm":[115],"was":[116],"developed":[117],"by":[118],"stage2":[119],"integrate":[121],"spatial":[123],"anatomical":[124,158],"relationship":[125],"between":[126,138],"vertebral":[128],"body":[129],"intervertebral":[132],"disc,":[133],"facilitating":[134],"correlation":[136],"pairing":[137],"axial":[141],"images.":[142],"Stage3":[143],"subsequently":[144],"innovated":[145],"Adaptive":[148],"(M\u00b2AF)":[150],"module,":[151],"enables":[153],"adaptive":[154],"dynamic":[155],"fusion":[156],"features":[159],"views.":[161],"M\u00b2AF":[162],"enhances":[163],"contextual":[167],"complementary":[168],"significantly":[171],"improves":[172],"model\u2019s":[174],"capacity":[175],"detect":[177],"subtle":[178],"variations":[179],"degree":[182],"narrowness.":[184],"A":[185],"series":[186],"studies":[188],"show":[189],"that":[190,209],"our":[191,210],"model":[192,211],"achieves":[193],"overall":[195],"accuracy":[196],"0.8631,":[198],"AUC":[199],"0.96,":[201],"F1-score":[203],"0.8614.":[205],"These":[206],"results":[207],"indicate":[208],"substantially":[212],"outperforms":[213],"mainstream":[214],"approaches,":[215],"attaining":[216],"superior":[217],"segmentation":[218],"grading":[220],"accuracy,":[221],"exhibiting":[222],"clinical":[226],"application":[227],"potential.":[228]},"counts_by_year":[],"updated_date":"2026-08-06T08:24:18.245995","created_date":"2026-02-04T00:00:00"}
