{"id":"https://openalex.org/W4407900534","doi":"https://doi.org/10.1109/jbhi.2025.3544548","title":"MambaSAM: A Visual Mamba-Adapted SAM Framework for Medical Image Segmentation","display_name":"MambaSAM: A Visual Mamba-Adapted SAM Framework for Medical Image Segmentation","publication_year":2025,"publication_date":"2025-02-24","ids":{"openalex":"https://openalex.org/W4407900534","doi":"https://doi.org/10.1109/jbhi.2025.3544548","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031635"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2025.3544548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3544548","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","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/A5004891863","display_name":"Pengchen Liang","orcid":"https://orcid.org/0000-0001-7268-6310"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Pengchen Liang","raw_affiliation_strings":["Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7268-6310","affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420"]},{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014936207","display_name":"Lei Shi","orcid":"https://orcid.org/0000-0001-9935-4391"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Leijun Shi","raw_affiliation_strings":["Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420"]},{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021389701","display_name":"Bin Pu","orcid":"https://orcid.org/0009-0007-8771-6501"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Bin Pu","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, SAR, China","Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0007-8771-6501","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034493162","display_name":"Renkai Wu","orcid":"https://orcid.org/0009-0005-0720-4780"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renkai Wu","raw_affiliation_strings":["School of Microelectronics, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Microelectronics, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100435599","display_name":"Jianguo Chen","orcid":"https://orcid.org/0000-0001-5009-578X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianguo Chen","raw_affiliation_strings":["School of Software Engineering, Sun Yat-sen University, Zhuhai, China","School of Software Engineering, Sun Yat-sen University, Zhuhai, Guangdong Province, China"],"raw_orcid":"https://orcid.org/0000-0001-5009-578X","affiliations":[{"raw_affiliation_string":"School of Software Engineering, Sun Yat-sen University, Zhuhai, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"School of Software Engineering, Sun Yat-sen University, Zhuhai, Guangdong Province, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102005945","display_name":"Lixin Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lixin Zhou","raw_affiliation_strings":["Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420"]},{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055320676","display_name":"Liming Xu","orcid":"https://orcid.org/0000-0002-2974-2097"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lite Xu","raw_affiliation_strings":["Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420"]},{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008344915","display_name":"Zhuangzhuang Chen","orcid":"https://orcid.org/0000-0002-0336-1181"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhuangzhuang Chen","raw_affiliation_strings":["Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, SAR, China","Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-0336-1181","affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070457572","display_name":"Qing Chang","orcid":"https://orcid.org/0000-0001-7568-4070"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I2801556517","display_name":"Ruijin Hospital","ror":"https://ror.org/01hv94n30","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I2801556517"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Chang","raw_affiliation_strings":["Shanghai Key Laboratory of Gastric Neoplasms, Department of Surgery, Shanghai Institute of Digestive Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China","Department Shanghai Key Laboratory of Gastric Neoplasms, Department of Surgery, Shanghai Institute of Digestive Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0001-7568-4070","affiliations":[{"raw_affiliation_string":"Shanghai Key Laboratory of Gastric Neoplasms, Department of Surgery, Shanghai Institute of Digestive Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]},{"raw_affiliation_string":"Department Shanghai Key Laboratory of Gastric Neoplasms, Department of Surgery, Shanghai Institute of Digestive Surgery, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China","institution_ids":["https://openalex.org/I2801556517","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yiwei Li","orcid":"https://orcid.org/0009-0005-8339-8126"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210159420","display_name":"Shanghai Children's Hospital","ror":"https://ror.org/05pea1m70","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210159420"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiwei Li","raw_affiliation_strings":["Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0005-8339-8126","affiliations":[{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children's Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420"]},{"raw_affiliation_string":"Department of Nuclear Medicine, Shanghai Children&#x0027;s Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I4210159420","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5004891863"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210159420"],"apc_list":null,"apc_paid":null,"fwci":12.4341,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.98753619,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"29","issue":"8","first_page":"5824","last_page":"5835"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9039000272750854,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9039000272750854,"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/computer-science","display_name":"Computer science","score":0.6978912949562073},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6598252654075623},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6542474031448364},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6382396221160889},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5244315266609192},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5124257206916809},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3513784408569336},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.3270089626312256}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6978912949562073},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6598252654075623},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6542474031448364},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6382396221160889},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5244315266609192},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5124257206916809},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3513784408569336},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.3270089626312256}],"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":"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":"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":"D007090","descriptor_name":"Image Interpretation, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2025.3544548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2025.3544548","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"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 Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:40031635","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031635","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 journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-147144","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-147144","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1590606333","display_name":null,"funder_award_id":"2023A1515011179","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3406381374","display_name":null,"funder_award_id":"2023A1515011179","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G4607282455","display_name":null,"funder_award_id":"62372486","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation 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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2150769593","https://openalex.org/W2498889855","https://openalex.org/W2804047627","https://openalex.org/W2942495379","https://openalex.org/W2964043069","https://openalex.org/W2971013993","https://openalex.org/W2996290406","https://openalex.org/W3091531370","https://openalex.org/W3140120701","https://openalex.org/W3183302989","https://openalex.org/W4306928120","https://openalex.org/W4312907595","https://openalex.org/W4321232185","https://openalex.org/W4385481295","https://openalex.org/W4386075748","https://openalex.org/W4386225815","https://openalex.org/W4386761054","https://openalex.org/W4388623450","https://openalex.org/W4390189930","https://openalex.org/W4390874575","https://openalex.org/W4391109864","https://openalex.org/W4392203599","https://openalex.org/W4392208034","https://openalex.org/W4393571644","https://openalex.org/W4400238700","https://openalex.org/W4400488768","https://openalex.org/W4400617944","https://openalex.org/W4401819803","https://openalex.org/W4401852105","https://openalex.org/W4402754172","https://openalex.org/W4403150335","https://openalex.org/W4403152483","https://openalex.org/W4403649802","https://openalex.org/W4406260040","https://openalex.org/W4408634392","https://openalex.org/W6631190155","https://openalex.org/W6750469568","https://openalex.org/W6852880106","https://openalex.org/W6853013594","https://openalex.org/W6854331440","https://openalex.org/W6859298233","https://openalex.org/W6861213978","https://openalex.org/W6861342692","https://openalex.org/W6861838866","https://openalex.org/W6862087182","https://openalex.org/W6862914174","https://openalex.org/W6868069796","https://openalex.org/W7072159082"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W4385583601","https://openalex.org/W4395685956","https://openalex.org/W3159516372","https://openalex.org/W4398146871","https://openalex.org/W1522196789"],"abstract_inverted_index":{"The":[0,66],"Segment":[1],"Anything":[2],"Model":[3],"(SAM)":[4],"has":[5],"shown":[6],"exceptional":[7],"versatility":[8],"in":[9,37,150],"segmentation":[10,23,138],"tasks":[11],"across":[12],"various":[13],"natural":[14],"image":[15,22,180,187],"scenarios.":[16],"However,":[17],"its":[18,129],"application":[19],"to":[20,28,96,111,117,226],"medical":[21,38,121,179,186],"poses":[24],"significant":[25],"challenges":[26],"due":[27],"the":[29,61,101,109,118,137,142,200,219,227],"intricate":[30],"anatomical":[31],"details":[32],"and":[33,76,79,103,113,160,217],"domain-specific":[34],"characteristics":[35],"inherent":[36],"images.":[39],"To":[40],"address":[41],"these":[42],"challenges,":[43],"we":[44,88,135],"propose":[45,89],"a":[46,53,90],"novel":[47,91],"VMamba":[48,67,104,192],"adapter":[49,68,193],"framework":[50,194],"that":[51,127,155,190],"integrates":[52,74],"lightweight,":[54],"trainable":[55,172],"Visual":[56],"Mamba":[57],"(VMamba)":[58],"branch":[59],"with":[60,203],"pre-trained":[62],"SAM":[63,102],"ViT":[64],"encoder.":[65],"accurately":[69],"captures":[70],"multi-scale":[71],"contextual":[72],"correlations,":[73],"global":[75],"local":[77,84],"information,":[78],"reduces":[80,156,218],"ambiguities":[81],"arising":[82],"from":[83],"features":[85,126],"only.":[86],"Specifically,":[87,198],"cross-branch":[92],"attention":[93],"(CBA)":[94],"mechanism":[95,107],"facilitate":[97],"effective":[98],"interaction":[99],"between":[100],"branches.":[105],"This":[106,148],"enables":[108],"model":[110,154],"learn":[112],"adapt":[114],"more":[115],"efficiently":[116],"nuances":[119],"of":[120,184,215],"images,":[122],"extracting":[123],"rich,":[124],"complementary":[125],"enhance":[128],"representational":[130],"capacity.":[131],"Beyond":[132],"architectural":[133],"enhancements,":[134],"streamline":[136],"workflow":[139],"by":[140,222],"eliminating":[141],"need":[143],"for":[144,178],"prompt-driven":[145],"input":[146,158],"mechanisms.":[147],"results":[149],"an":[151,175,210],"autonomous":[152],"prediction":[153],"manual":[157],"requirements":[159],"improves":[161],"operational":[162],"efficiency.":[163],"In":[164],"addition,":[165],"our":[166,191,207],"method":[167,208],"introduces":[168],"only":[169],"minimal":[170],"additional":[171],"parameters,":[173],"offering":[174],"efficient":[176],"solution":[177],"segmentation.":[181],"Extensive":[182],"evaluations":[183],"four":[185],"datasets":[188],"demonstrate":[189],"achieves":[195,209],"state-of-the-art":[196],"performance.":[197],"on":[199],"ACDC":[201],"dataset":[202],"limited":[204],"training":[205],"data,":[206],"average":[211],"Dice":[212],"coefficient":[213],"improvement":[214],"0.18":[216],"Hausdorff":[220],"distance":[221],"20.38":[223],"mm":[224],"compared":[225],"AutoSAM.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-16T08:24:45.110214","created_date":"2025-10-10T00:00:00"}
