{"id":"https://openalex.org/W4408684340","doi":"https://doi.org/10.1145/3712297","title":"Multi-modal Medical SAM: An Adaptation Method of Segment Anything Model (SAM) for Glioma Segmentation Using Multi-modal MR Images","display_name":"Multi-modal Medical SAM: An Adaptation Method of Segment Anything Model (SAM) for Glioma Segmentation Using Multi-modal MR Images","publication_year":2025,"publication_date":"2025-03-20","ids":{"openalex":"https://openalex.org/W4408684340","doi":"https://doi.org/10.1145/3712297"},"language":"en","primary_location":{"id":"doi:10.1145/3712297","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712297","pdf_url":null,"source":{"id":"https://openalex.org/S4210174653","display_name":"ACM Transactions on Computing for Healthcare","issn_l":"2637-8051","issn":["2637-8051","2691-1957"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computing for Healthcare","raw_type":"journal-article"},"type":"article","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/A5009087357","display_name":"Xiaoyu Shi","orcid":"https://orcid.org/0000-0002-5971-808X"},"institutions":[{"id":"https://openalex.org/I135768898","display_name":"Ritsumeikan University","ror":"https://ror.org/0197nmd03","country_code":"JP","type":"education","lineage":["https://openalex.org/I135768898","https://openalex.org/I4390039241"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Xiaoyu Shi","raw_affiliation_strings":["Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","institution_ids":["https://openalex.org/I135768898"]},{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan","institution_ids":["https://openalex.org/I135768898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089542345","display_name":"Rahul Kumar Jain","orcid":"https://orcid.org/0000-0002-0768-2193"},"institutions":[{"id":"https://openalex.org/I135768898","display_name":"Ritsumeikan University","ror":"https://ror.org/0197nmd03","country_code":"JP","type":"education","lineage":["https://openalex.org/I135768898","https://openalex.org/I4390039241"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Rahul Kumar Jain","raw_affiliation_strings":["Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","institution_ids":["https://openalex.org/I135768898"]},{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan","institution_ids":["https://openalex.org/I135768898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010422853","display_name":"Yinhao Li","orcid":"https://orcid.org/0000-0001-6846-9161"},"institutions":[{"id":"https://openalex.org/I135768898","display_name":"Ritsumeikan University","ror":"https://ror.org/0197nmd03","country_code":"JP","type":"education","lineage":["https://openalex.org/I135768898","https://openalex.org/I4390039241"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yinhao Li","raw_affiliation_strings":["Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","institution_ids":["https://openalex.org/I135768898"]},{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan","institution_ids":["https://openalex.org/I135768898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073910821","display_name":"Shurong Chai","orcid":"https://orcid.org/0000-0003-2252-6786"},"institutions":[{"id":"https://openalex.org/I135768898","display_name":"Ritsumeikan University","ror":"https://ror.org/0197nmd03","country_code":"JP","type":"education","lineage":["https://openalex.org/I135768898","https://openalex.org/I4390039241"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Shurong Chai","raw_affiliation_strings":["Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","institution_ids":["https://openalex.org/I135768898"]},{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan","institution_ids":["https://openalex.org/I135768898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043893576","display_name":"Jingliang Cheng","orcid":"https://orcid.org/0000-0002-6231-6591"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]},{"id":"https://openalex.org/I4210113254","display_name":"Second Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/026bqfq17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113254"]},{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingliang Cheng","raw_affiliation_strings":["The Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China","The Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"The Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650","https://openalex.org/I4210156804","https://openalex.org/I4210113254"]},{"raw_affiliation_string":"The Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101680272","display_name":"Jie Bai","orcid":"https://orcid.org/0000-0002-7744-1117"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]},{"id":"https://openalex.org/I4210113254","display_name":"Second Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/026bqfq17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113254"]},{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Bai","raw_affiliation_strings":["The Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China","The Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"The Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650","https://openalex.org/I4210156804","https://openalex.org/I4210113254"]},{"raw_affiliation_string":"The Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057590058","display_name":"Guohua Zhao","orcid":"https://orcid.org/0000-0002-8813-8527"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]},{"id":"https://openalex.org/I4210113254","display_name":"Second Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/026bqfq17","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210113254"]},{"id":"https://openalex.org/I4210156804","display_name":"First Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/056swr059","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156804"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guohua Zhao","raw_affiliation_strings":["The Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China","The Affiliated Hospital of Zhengzhou University, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"The Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650","https://openalex.org/I4210156804","https://openalex.org/I4210113254"]},{"raw_affiliation_string":"The Affiliated Hospital of Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090814258","display_name":"Lanfen Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanfen Lin","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Hangzhou, China and Zhejiang Key Laboratory of Multi-omics Precision Diagnosis and Treatment of Liver Diseases, Hangzhou, China","College of Computer Science and Technology, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou, China and Zhejiang Key Laboratory of Multi-omics Precision Diagnosis and Treatment of Liver Diseases, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044216245","display_name":"Yen\u2010Wei Chen","orcid":"https://orcid.org/0000-0002-5952-0188"},"institutions":[{"id":"https://openalex.org/I135768898","display_name":"Ritsumeikan University","ror":"https://ror.org/0197nmd03","country_code":"JP","type":"education","lineage":["https://openalex.org/I135768898","https://openalex.org/I4390039241"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yen-Wei Chen","raw_affiliation_strings":["Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Ibaraki, Japan","institution_ids":["https://openalex.org/I135768898"]},{"raw_affiliation_string":"Graduate School of Information Science and Engineering, Ritsumeikan University, Osaka, Japan","institution_ids":["https://openalex.org/I135768898"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5009087357"],"corresponding_institution_ids":["https://openalex.org/I135768898"],"apc_list":null,"apc_paid":null,"fwci":3.8352,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92682927,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"6","issue":"2","first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9983000159263611,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9983000159263611,"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"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9943000078201294,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.8087925910949707},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6189057230949402},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5160831809043884},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4998462200164795},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4464628994464874},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3263288736343384},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.323819100856781},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.2071794867515564},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.20421478152275085},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.12839800119400024},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.061720967292785645}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.8087925910949707},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6189057230949402},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5160831809043884},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4998462200164795},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4464628994464874},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3263288736343384},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.323819100856781},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.2071794867515564},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.20421478152275085},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.12839800119400024},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.061720967292785645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3712297","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3712297","pdf_url":null,"source":{"id":"https://openalex.org/S4210174653","display_name":"ACM Transactions on Computing for Healthcare","issn_l":"2637-8051","issn":["2637-8051","2691-1957"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computing for Healthcare","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W33787415","https://openalex.org/W143993393","https://openalex.org/W1475916650","https://openalex.org/W1567270145","https://openalex.org/W1583837637","https://openalex.org/W1901129140","https://openalex.org/W1909740415","https://openalex.org/W1987869189","https://openalex.org/W2056342586","https://openalex.org/W2098056602","https://openalex.org/W2135572513","https://openalex.org/W2194775991","https://openalex.org/W2293130453","https://openalex.org/W2366536035","https://openalex.org/W2618530766","https://openalex.org/W2769556951","https://openalex.org/W2802611745","https://openalex.org/W2907750714","https://openalex.org/W2946794439","https://openalex.org/W2953129827","https://openalex.org/W2962914239","https://openalex.org/W2979878425","https://openalex.org/W3014974815","https://openalex.org/W3027873036","https://openalex.org/W3043327973","https://openalex.org/W3112701542","https://openalex.org/W3133737152","https://openalex.org/W3152500641","https://openalex.org/W3210862969","https://openalex.org/W4205991051","https://openalex.org/W4211105004","https://openalex.org/W4212949515","https://openalex.org/W4242265264","https://openalex.org/W4283026216","https://openalex.org/W4321232185","https://openalex.org/W4382567565","https://openalex.org/W4388220988","https://openalex.org/W4390190100","https://openalex.org/W4390874575","https://openalex.org/W4392248396"],"related_works":["https://openalex.org/W2997567050","https://openalex.org/W1483272040","https://openalex.org/W4283377908","https://openalex.org/W1526712007","https://openalex.org/W1533421371","https://openalex.org/W2003050223","https://openalex.org/W2091777911","https://openalex.org/W2766405861","https://openalex.org/W2360975119","https://openalex.org/W2912421143"],"abstract_inverted_index":{"The":[0],"segmentation":[1,170,183],"of":[2,79,90,100,184,198],"glioma":[3,19,48,169,186],"is":[4,96],"crucial":[5,132],"for":[6,154,181],"early":[7],"diagnosis,":[8,20],"according":[9],"to":[10,41,123,130,167],"a":[11,76,97,146],"World":[12],"Health":[13],"Organization":[14],"(WHO)":[15],"2021":[16],"report.":[17],"For":[18],"3D":[21],"multi-modal":[22,110,128,155,172],"brain":[23,47,192],"MRI/CT":[24],"imaging":[25,44,95,205],"has":[26],"become":[27],"an":[28],"essential":[29],"tool,":[30],"offering":[31,75],"detailed":[32],"information.":[33],"Nowadays,":[34],"deep":[35],"learning":[36],"frameworks":[37],"have":[38,58],"been":[39],"applied":[40],"various":[42],"medical":[43,94,111,124],"problems,":[45],"including":[46],"segmentation.":[49],"Recently,":[50],"foundation":[51,91,121,149],"models":[52,68,92,122],"like":[53],"Segment":[54],"Anything":[55],"Model":[56],"(SAM)":[57],"emerged":[59],"as":[60],"pivotal":[61],"tools":[62],"in":[63,93,106,118,171],"computer":[64],"vision":[65],"tasks.":[66],"These":[67],"are":[69],"trained":[70],"using":[71,148,187],"large":[72],"(real-world)":[73],"datasets,":[74,194],"generalized":[77],"understanding":[78],"visual":[80],"data":[81,107],"and":[82,113,134,151,189,204],"semantic":[83],"key":[84],"features.":[85],"Therefore,":[86],"the":[87,104,162,185,196],"effective":[88],"utilization":[89],"significant":[98],"area":[99],"current":[101,178],"research.":[102],"However,":[103],"differences":[105],"distribution":[108],"between":[109],"images":[112,115,129],"real-world":[114],"present":[116],"challenges":[117],"directly":[119],"applying":[120],"imaging.":[125],"Additionally,":[126],"utilizing":[127],"extract":[131],"information":[133,163],"its":[135],"fusion":[136,158],"poses":[137],"further":[138],"challenges.":[139],"To":[140],"address":[141],"these":[142],"issues,":[143],"we":[144],"propose":[145],"framework":[147],"model":[150],"novel":[152],"strategies":[153],"fusion.":[156],"Our":[157,175],"adapters":[159],"effectively":[160],"integrate":[161],"from":[164],"different":[165,202],"modalities":[166],"enhance":[168],"MRI":[173,193],"scans.":[174],"method":[176],"outperforms":[177],"state-of-the-art":[179],"methods":[180],"accurate":[182],"private":[188],"publicly":[190],"available":[191],"proving":[195],"effectiveness":[197],"our":[199],"approach":[200],"across":[201],"datasets":[203],"modalities.":[206]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-03-21T00:00:00"}