{"id":"https://openalex.org/W4414595040","doi":"https://doi.org/10.1186/s12880-025-01942-4","title":"DCM-Net: dual-encoder CNN-Mamba network with cross-branch fusion for robust medical image segmentation","display_name":"DCM-Net: dual-encoder CNN-Mamba network with cross-branch fusion for robust medical image segmentation","publication_year":2025,"publication_date":"2025-09-29","ids":{"openalex":"https://openalex.org/W4414595040","doi":"https://doi.org/10.1186/s12880-025-01942-4","pmid":"https://pubmed.ncbi.nlm.nih.gov/41023997"},"language":"en","primary_location":{"id":"doi:10.1186/s12880-025-01942-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01942-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01942-4","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01942-4","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017224418","display_name":"Chukwuemeka Clinton Atabansi","orcid":"https://orcid.org/0000-0003-1136-2210"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chukwuemeka Clinton Atabansi","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China. l2100248@cqu.edu.cn","School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China. l2100248@cqu.edu.cn","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103357916","display_name":"Sheng Wang","orcid":"https://orcid.org/0009-0006-5674-5943"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210154480","display_name":"Chongqing Cancer Hospital","ror":"https://ror.org/047d8yx24","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154480"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Wang","raw_affiliation_strings":["Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China"],"affiliations":[{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China","institution_ids":["https://openalex.org/I4210154480","https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027041268","display_name":"Hui Li","orcid":"https://orcid.org/0000-0001-7287-2690"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210154480","display_name":"Chongqing Cancer Hospital","ror":"https://ror.org/047d8yx24","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154480"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Li","raw_affiliation_strings":["Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China. lih@cqu.edu.cn","Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China"],"affiliations":[{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China. lih@cqu.edu.cn","institution_ids":["https://openalex.org/I4210154480"]},{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China","institution_ids":["https://openalex.org/I4210154480","https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101876317","display_name":"Jing Nie","orcid":"https://orcid.org/0000-0001-9872-9286"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Nie","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071998061","display_name":"Xiang Lei","orcid":"https://orcid.org/0009-0005-2157-4243"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210154480","display_name":"Chongqing Cancer Hospital","ror":"https://ror.org/047d8yx24","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154480"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Xiang","raw_affiliation_strings":["Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China"],"affiliations":[{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China","institution_ids":["https://openalex.org/I4210154480","https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102009353","display_name":"Cheng Zhang","orcid":"https://orcid.org/0000-0002-1773-1905"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210154480","display_name":"Chongqing Cancer Hospital","ror":"https://ror.org/047d8yx24","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154480"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Zhang","raw_affiliation_strings":["Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China"],"affiliations":[{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China","institution_ids":["https://openalex.org/I4210154480","https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018914021","display_name":"Haijun Liu","orcid":"https://orcid.org/0000-0001-5782-4543"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haijun Liu","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010601964","display_name":"Xichuan Zhou","orcid":"https://orcid.org/0000-0002-3304-3045"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xichuan Zhou","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China. zxc@cqu.edu.cn","School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China"],"affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China. zxc@cqu.edu.cn","institution_ids":["https://openalex.org/I158842170"]},{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004526301","display_name":"Dalian Liu","orcid":"https://orcid.org/0000-0003-3837-1782"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]},{"id":"https://openalex.org/I4210154480","display_name":"Chongqing Cancer Hospital","ror":"https://ror.org/047d8yx24","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210154480"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dewei Li","raw_affiliation_strings":["Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China. lidewei406@sina.com","Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China"],"affiliations":[{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China. lidewei406@sina.com","institution_ids":["https://openalex.org/I4210154480"]},{"raw_affiliation_string":"Department of Hepatobiliary Pancreatic Tumor Center, Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, 400030, China","institution_ids":["https://openalex.org/I4210154480","https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5017224418"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":4.4311,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94852257,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"25","issue":"1","first_page":"395","last_page":"395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10862","display_name":"AI in cancer detection","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9987000226974487,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9975000023841858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6639999747276306},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.582099974155426},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5284000039100647},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.45010000467300415},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.42890000343322754},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.39800000190734863},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.37459999322891235},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.37070000171661377}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8417999744415283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7746000289916992},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6639999747276306},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.582099974155426},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5284000039100647},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.45010000467300415},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.42890000343322754},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.37459999322891235},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.37070000171661377},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3684000074863434},{"id":"https://openalex.org/C167981619","wikidata":"https://www.wikidata.org/wiki/Q1685498","display_name":"Cross entropy","level":3,"score":0.3637000024318695},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3630000054836273},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.31630000472068787},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.3133000135421753},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.31189998984336853},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.29809999465942383},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.2948000133037567},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.28380000591278076},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.26840001344680786},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.26649999618530273},{"id":"https://openalex.org/C141898687","wikidata":"https://www.wikidata.org/wiki/Q1501997","display_name":"Hausdorff distance","level":2,"score":0.2614000141620636},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.25}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s12880-025-01942-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01942-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01942-4","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},{"id":"pmid:41023997","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41023997","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":"BMC medical imaging","raw_type":null},{"id":"pmh:oai:doaj.org/article:3bc1d9b7bb384661bd7db1a38546d491","is_oa":true,"landing_page_url":"https://doaj.org/article/3bc1d9b7bb384661bd7db1a38546d491","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Imaging, Vol 25, Iss 1, Pp 1-24 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11293327","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12482534","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:12482534","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12482534/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Imaging","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12880-025-01942-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12880-025-01942-4","pdf_url":"https://bmcmedimaging.biomedcentral.com/counter/pdf/10.1186/s12880-025-01942-4","source":{"id":"https://openalex.org/S6505649","display_name":"BMC Medical Imaging","issn_l":"1471-2342","issn":["1471-2342"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Imaging","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1003806122","display_name":null,"funder_award_id":"82203823","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1306316832","display_name":null,"funder_award_id":"2023M730436","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2015767345","display_name":null,"funder_award_id":"CSTB2024","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G2373057471","display_name":null,"funder_award_id":"2022NSCQ","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G2598694421","display_name":null,"funder_award_id":"2022CQBSHTB2029","funder_id":"https://openalex.org/F4320313612","funder_display_name":"Chongqing Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2796437284","display_name":null,"funder_award_id":"CSTB2022NSCQ","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G3290764267","display_name":null,"funder_award_id":"2022TQ0393","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3910605392","display_name":null,"funder_award_id":"NSCQ-","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G4523635015","display_name":null,"funder_award_id":"CSTB2024NSCQ-QCXMX0051","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G487633767","display_name":null,"funder_award_id":"2023M730436","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5030940285","display_name":null,"funder_award_id":"2023M","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G504305494","display_name":null,"funder_award_id":"CSTB2024NSCQ","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G7125866795","display_name":null,"funder_award_id":"2022TQ0393","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8524746985","display_name":null,"funder_award_id":"NSCQ-","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320313612","display_name":"Chongqing Postdoctoral Science Foundation","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327639","display_name":"Centre Scientifique et Technique du B\u00e2timent","ror":"https://ror.org/02fsd1928"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414595040.pdf","grobid_xml":"https://content.openalex.org/works/W4414595040.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2008359794","https://openalex.org/W2104095591","https://openalex.org/W2117539524","https://openalex.org/W2560280736","https://openalex.org/W2794052835","https://openalex.org/W2884436604","https://openalex.org/W2888358068","https://openalex.org/W2952222533","https://openalex.org/W2963946669","https://openalex.org/W2964309882","https://openalex.org/W2997286550","https://openalex.org/W3021182036","https://openalex.org/W3085882733","https://openalex.org/W3092344722","https://openalex.org/W3126335003","https://openalex.org/W3127316871","https://openalex.org/W3165252795","https://openalex.org/W3166456209","https://openalex.org/W3200379731","https://openalex.org/W3203497085","https://openalex.org/W3204166336","https://openalex.org/W3204614423","https://openalex.org/W3209423436","https://openalex.org/W4200377300","https://openalex.org/W4206693420","https://openalex.org/W4248008889","https://openalex.org/W4308030199","https://openalex.org/W4312568229","https://openalex.org/W4313527340","https://openalex.org/W4319216049","https://openalex.org/W4362602094","https://openalex.org/W4377088910","https://openalex.org/W4386075572","https://openalex.org/W4386760055","https://openalex.org/W4388491516","https://openalex.org/W4390382250","https://openalex.org/W4392449718","https://openalex.org/W4400519485","https://openalex.org/W4400861517","https://openalex.org/W4402430045","https://openalex.org/W4402716243","https://openalex.org/W4403067091","https://openalex.org/W4406817106","https://openalex.org/W4406820641","https://openalex.org/W4406887898","https://openalex.org/W4407133237","https://openalex.org/W4407356309","https://openalex.org/W4407358957","https://openalex.org/W4407630870","https://openalex.org/W4408070771","https://openalex.org/W4408080087","https://openalex.org/W4408859207","https://openalex.org/W4409078636","https://openalex.org/W4409766524","https://openalex.org/W4410296777","https://openalex.org/W4410857406","https://openalex.org/W4411039930","https://openalex.org/W4412548407","https://openalex.org/W4414243662","https://openalex.org/W4414380918"],"related_works":[],"abstract_inverted_index":{"Medical":[0],"image":[1],"segmentation":[2,101,162,173],"is":[3,127],"a":[4,40,58,73,106,150],"critical":[5,41],"task":[6],"for":[7,158,193],"the":[8,100,131],"early":[9],"detection":[10],"and":[11,23,47,98,110,160,181],"diagnosis":[12],"of":[13],"various":[14],"conditions,":[15],"such":[16],"as":[17],"skin":[18],"cancer,":[19],"polyps,":[20],"thyroid":[21],"nodules,":[22],"pancreatic":[24,111],"tumors.":[25],"Recently,":[26],"deep":[27],"learning":[28],"architectures":[29],"have":[30],"achieved":[31],"significant":[32],"success":[33],"in":[34,145,163,172],"this":[35,53,146],"field.":[36],"However,":[37],"they":[38],"face":[39],"trade-off":[42],"between":[43],"local":[44],"feature":[45],"extraction":[46],"global":[48],"context":[49],"modeling.":[50],"To":[51],"address":[52],"limitation,":[54],"we":[55,104],"present":[56,105],"DCM-Net,":[57],"dual-encoder":[59],"architecture":[60,137,153],"that":[61,154],"integrates":[62],"pretrained":[63],"CNN":[64],"layers":[65],"with":[66,89,175],"Visual":[67],"State":[68],"Space":[69],"(VSS)":[70],"blocks":[71],"through":[72],"Cross-Branch":[74],"Feature":[75,81],"Fusion":[76],"Module":[77,83],"(CBFFM).":[78],"A":[79],"Decoder":[80],"Enhancement":[82],"(DFEM)":[84],"combines":[85],"depth-wise":[86],"separable":[87],"convolutions":[88],"MLP-based":[90],"semantic":[91],"rectification":[92],"to":[93,129],"extract":[94],"enhanced":[95],"decoded":[96],"features":[97,157],"improve":[99],"performance.":[102],"Additionally,":[103],"new":[107],"2D":[108],"pancreas":[109],"tumor":[112,159],"dataset":[113],"(CCH-PCT-CT)":[114],"collected":[115],"from":[116],"Chongqing":[117],"University":[118],"Cancer":[119],"Hospital,":[120],"comprising":[121],"3,547":[122],"annotated":[123],"CT":[124],"slices,":[125],"which":[126],"used":[128],"validate":[130],"proposed":[132,135],"model.":[133],"The":[134],"DCM-Net":[136,152,166],"achieves":[138],"competitive":[139],"performance":[140],"across":[141],"all":[142,169],"datasets":[143],"investigated":[144],"study.":[147],"We":[148],"develop":[149],"novel":[151],"generates":[155],"robust":[156],"organ":[161],"medical":[164],"images.":[165],"significantly":[167],"outperforms":[168],"baseline":[170],"models":[171],"tasks,":[174],"higher":[176],"Dice":[177],"Similarity":[178],"Coefficient":[179],"(DSC)":[180],"mean":[182],"Intersection":[183],"over":[184],"Union":[185],"(mIoU)":[186],"scores.":[187],"Its":[188],"robustness":[189],"confirms":[190],"strong":[191],"potential":[192],"clinical":[194],"use.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-22T08:38:42.863108","created_date":"2025-10-10T00:00:00"}
