{"id":"https://openalex.org/W4406012646","doi":"https://doi.org/10.1109/access.2024.3525408","title":"RBMDC-Net: Effective Jaw Cyst Segmentation Network Using Residual Bottleneck and Multiscale Dilated Convolution","display_name":"RBMDC-Net: Effective Jaw Cyst Segmentation Network Using Residual Bottleneck and Multiscale Dilated Convolution","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406012646","doi":"https://doi.org/10.1109/access.2024.3525408"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3525408","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3525408","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3525408","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062290295","display_name":"Huixia Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I4210088331","display_name":"Quzhou City People's Hospital","ror":"https://ror.org/004qehs09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088331"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huixia Zheng","raw_affiliation_strings":["Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, China","Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, China","institution_ids":["https://openalex.org/I4210088331","https://openalex.org/I4210123686"]},{"raw_affiliation_string":"Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, CHINA","institution_ids":["https://openalex.org/I27781120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069711159","display_name":"Xiaoliang Jiang","orcid":"https://orcid.org/0000-0003-2695-8586"},"institutions":[{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoliang Jiang","raw_affiliation_strings":["College of Mechanical Engineering, Quzhou University, Quzhou, China","College of Mechanical Engineering, Quzhou University, Quzhou, CHINA"],"raw_orcid":"https://orcid.org/0000-0003-2695-8586","affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, Quzhou University, Quzhou, China","institution_ids":["https://openalex.org/I4210123686"]},{"raw_affiliation_string":"College of Mechanical Engineering, Quzhou University, Quzhou, CHINA","institution_ids":["https://openalex.org/I4210123686"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103516980","display_name":"Xu Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I4210088331","display_name":"Quzhou City People's Hospital","ror":"https://ror.org/004qehs09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088331"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Xu","raw_affiliation_strings":["Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, China","Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, China","institution_ids":["https://openalex.org/I4210088331","https://openalex.org/I4210123686"]},{"raw_affiliation_string":"Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, CHINA","institution_ids":["https://openalex.org/I27781120"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102621134","display_name":"Zhenfei Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I27781120","display_name":"Wenzhou Medical University","ror":"https://ror.org/00rd5t069","country_code":"CN","type":"education","lineage":["https://openalex.org/I27781120"]},{"id":"https://openalex.org/I4210088331","display_name":"Quzhou City People's Hospital","ror":"https://ror.org/004qehs09","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088331"]},{"id":"https://openalex.org/I4210123686","display_name":"Quzhou University","ror":"https://ror.org/024nfx323","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210123686"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenfei Yuan","raw_affiliation_strings":["Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, China","Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, CHINA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, China","institution_ids":["https://openalex.org/I4210088331","https://openalex.org/I4210123686"]},{"raw_affiliation_string":"Department of Stomatology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou, CHINA","institution_ids":["https://openalex.org/I27781120"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5062290295"],"corresponding_institution_ids":["https://openalex.org/I27781120","https://openalex.org/I4210088331","https://openalex.org/I4210123686"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.9924,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87270402,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"13","issue":null,"first_page":"3683","last_page":"3695"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10359","display_name":"Dental Implant Techniques and Outcomes","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/3504","display_name":"Oral Surgery"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9559999704360962,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.6747140884399414},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6708462834358215},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.6276931762695312},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5408284068107605},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5273916125297546},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.468675434589386},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3405280113220215},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20418068766593933}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.6747140884399414},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6708462834358215},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.6276931762695312},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5408284068107605},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5273916125297546},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.468675434589386},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3405280113220215},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20418068766593933},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3525408","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3525408","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:24a00250b2ab4b1fbb629b8da3dc4491","is_oa":true,"landing_page_url":"https://doaj.org/article/24a00250b2ab4b1fbb629b8da3dc4491","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 3683-3695 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3525408","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3525408","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5082278429","display_name":null,"funder_award_id":"LZY24E050001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5701601314","display_name":null,"funder_award_id":"ZCLTGS24E0601","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7016160143","display_name":null,"funder_award_id":"62102227","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7812554461","display_name":null,"funder_award_id":"LZY24E060001","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W3127751679","https://openalex.org/W3180164722","https://openalex.org/W3197715576","https://openalex.org/W3199502724","https://openalex.org/W4283387112","https://openalex.org/W4292296585","https://openalex.org/W4292387426","https://openalex.org/W4293088847","https://openalex.org/W4311658488","https://openalex.org/W4312084891","https://openalex.org/W4313399770","https://openalex.org/W4319231503","https://openalex.org/W4319442796","https://openalex.org/W4372204177","https://openalex.org/W4378188635","https://openalex.org/W4378673799","https://openalex.org/W4378895320","https://openalex.org/W4380052967","https://openalex.org/W4381059869","https://openalex.org/W4385372710","https://openalex.org/W4386350424","https://openalex.org/W4388342094","https://openalex.org/W4388485143","https://openalex.org/W4389392982","https://openalex.org/W4391112866","https://openalex.org/W4391517662","https://openalex.org/W4392286435","https://openalex.org/W4392845075","https://openalex.org/W4393405247","https://openalex.org/W4394601623","https://openalex.org/W4396835206","https://openalex.org/W4396877885","https://openalex.org/W4396896800","https://openalex.org/W4398140609","https://openalex.org/W4399556720","https://openalex.org/W4400881081","https://openalex.org/W4401372507","https://openalex.org/W4401749301","https://openalex.org/W4402478878","https://openalex.org/W4404962869"],"related_works":["https://openalex.org/W2595172197","https://openalex.org/W2084856301","https://openalex.org/W2127970246","https://openalex.org/W2885125400","https://openalex.org/W1989889224","https://openalex.org/W4382618745","https://openalex.org/W1973775000","https://openalex.org/W3209312100","https://openalex.org/W2890372105","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Automatic":[0],"segmentation":[1,70],"of":[2,133,165,180,193,214,251,266,269,273,279,287,311,314,318,342],"jaw":[3,194,215,260,299],"cysts":[4,31],"in":[5,15,55,89,248],"cone-beam":[6],"computed":[7],"tomography":[8],"(CBCT)":[9],"scans":[10],"plays":[11],"a":[12,52,67,131,211],"crucial":[13],"role":[14],"clinical":[16],"and":[17,20,39,76,115,143,201,221,232,271,282,316,325,350],"treatment":[18],"planning,":[19],"it":[21,129],"provides":[22],"an":[23],"efficient":[24],"alternative":[25],"to":[26,47,105,161,176,257,305],"labor-intensive":[27],"manual":[28],"procedures.":[29],"However,":[30],"on":[32,73,296],"pathological":[33],"sections":[34],"often":[35,169],"present":[36],"with":[37,96,309],"irregular":[38],"complex":[40],"morphology,":[41],"as":[42,44,223,225,230],"well":[43,224],"extremely":[45],"similar":[46],"surrounding":[48],"tissue,":[49],"which":[50,139],"poses":[51],"great":[53],"challenge":[54],"achieving":[56],"their":[57],"accurate":[58],"segmentation.":[59,253],"To":[60],"overcome":[61],"these":[62],"limitations,":[63],"this":[64],"paper":[65],"proposes":[66],"U-shaped":[68],"image":[69,185,252],"network":[71,104],"based":[72],"residual":[74,97,116,343],"bottleneck":[75,98,344],"multiscale":[77,134,346],"dilated":[78,135,347],"convolution,":[79],"called":[80],"RBMDC-Net.":[81],"In":[82,151],"our":[83,240],"approach,":[84],"the":[85,90,103,125,148,155,163,172,178,187,190,202,249,258,285,288,297,302,329,340],"standard":[86],"convolutional":[87],"module":[88,99,159,349],"U-Net":[91,291],"encoding":[92],"path":[93],"is":[94,189,204],"replaced":[95],"(RBM)":[100],"that":[101,168,239],"enables":[102],"extract":[106],"features":[107,145],"at":[108],"various":[109],"scales":[110],"using":[111,333],"multiple":[112],"kernel":[113],"sizes":[114],"connection.":[117],"Next,":[118],"we":[119,153,182],"process":[120],"each":[121],"feature":[122,157,352],"extracted":[123],"from":[124],"encoder":[126],"by":[127,146,197],"passing":[128],"through":[130],"series":[132],"convolution":[136,348],"modules":[137],"(MDCM),":[138],"capture":[140],"more":[141],"diverse":[142],"reliable":[144],"increasing":[147],"acceptance":[149],"field.":[150],"addition,":[152],"introduce":[154],"multi-level":[156,351],"guidance":[158,353],"(MFGM)":[160],"address":[162],"issue":[164],"semantic":[166],"dilution":[167],"occurs":[170],"during":[171],"progressive":[173],"up-sampling.":[174],"Finally,":[175],"evaluate":[177],"effectiveness":[179,341],"RBMDC-Net,":[181],"developed":[183],"two":[184],"datasets:":[186],"first":[188],"original":[191,259],"images":[192],"cyst":[195,216,261,300],"collected":[196],"Quzhou":[198],"People\u2019s":[199],"Hospital,":[200],"second":[203],"its":[205],"augmented":[206,298],"dataset.":[207],"These":[208,275,320],"datasets":[209],"encompass":[210],"wide":[212],"range":[213],"characteristics,":[217],"including":[218],"size,":[219],"shape,":[220],"location,":[222],"varying":[226],"environmental":[227],"conditions":[228],"such":[229],"lighting":[231],"imaging":[233],"quality.":[234],"The":[235],"experimental":[236],"results":[237,276],"demonstrate":[238],"proposed":[241],"RBMDC-Net":[242,263,303],"significantly":[243],"outperforms":[244],"other":[245],"comparable":[246],"methods":[247],"task":[250],"Specifically,":[254],"when":[255,294],"applied":[256],"dataset,":[262,301],"achieved":[264],"F1":[265,310],"93.13%,":[267],"Mcc":[268,313],"93.08%":[270],"Jaccard":[272,317],"87.17%.":[274],"represent":[277],"improvements":[278],"5.75%,":[280],"5.36%,":[281],"9.31%":[283],"over":[284],"performance":[286,308],"widely":[289],"used":[290],"architecture.":[292],"Furthermore,":[293],"tested":[295],"continued":[304],"show":[306],"superior":[307],"91.92%,":[312],"91.85%":[315],"85.14%.":[319],"metrics":[321],"were":[322],"3.03%,":[323],"2.84%,":[324],"4.88%":[326],"higher":[327],"than":[328],"corresponding":[330],"values":[331],"obtained":[332],"U-Net.":[334],"Besides,":[335],"ablation":[336],"experiments":[337],"also":[338],"indicate":[339],"module,":[345],"module.":[354]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}