{"id":"https://openalex.org/W4413394773","doi":"https://doi.org/10.1109/access.2025.3601329","title":"CariesAttNet: An Attention-Enhanced Encoder-Decoder Network for Automated Caries Segmentation in CBCT Images","display_name":"CariesAttNet: An Attention-Enhanced Encoder-Decoder Network for Automated Caries Segmentation in CBCT Images","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413394773","doi":"https://doi.org/10.1109/access.2025.3601329"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3601329","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3601329","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.2025.3601329","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Zihan Zhang","orcid":"https://orcid.org/0009-0008-9055-4512"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zihan Zhang","raw_affiliation_strings":["Second Clinical Medical School, Xuzhou Medical University, Xuzhou, Jiangsu, China","Second Clinical Medical School, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":"https://orcid.org/0009-0008-9055-4512","affiliations":[{"raw_affiliation_string":"Second Clinical Medical School, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"Second Clinical Medical School, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101320239","display_name":"Lin Li","orcid":"https://orcid.org/0009-0005-9372-9320"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Li","raw_affiliation_strings":["School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102938656","display_name":"Jiawei Wu","orcid":"https://orcid.org/0009-0005-6092-7566"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawei Wu","raw_affiliation_strings":["School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102700032","display_name":"Liwen Tang","orcid":"https://orcid.org/0009-0008-3931-8805"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liwen Tang","raw_affiliation_strings":["School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114021990","display_name":"Doudou Xu","orcid":"https://orcid.org/0000-0002-2413-2601"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Doudou Xu","raw_affiliation_strings":["School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053900871","display_name":"Zongxiang Liu","orcid":"https://orcid.org/0000-0001-8947-7021"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]},{"id":"https://openalex.org/I4210104909","display_name":"Xuzhou Cancer Hospital","ror":"https://ror.org/01g9gaq76","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210104909"]},{"id":"https://openalex.org/I4210132906","display_name":"Xuzhou Central Hospital","ror":"https://ror.org/048q23a93","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210132906"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongxiang Liu","raw_affiliation_strings":["Xuzhou Stomatological Hospital, Xuzhou, Jiangsu, China","Xuzhou Stomatological Hospital, Xuzhou City, Jiangsu Province, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xuzhou Stomatological Hospital, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I115592961","https://openalex.org/I4210132906","https://openalex.org/I4210104909"]},{"raw_affiliation_string":"Xuzhou Stomatological Hospital, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I115592961","https://openalex.org/I4210132906","https://openalex.org/I4210104909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077361679","display_name":"Ran Zhang","orcid":"https://orcid.org/0000-0001-8628-3803"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ran Zhang","raw_affiliation_strings":["School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":"https://orcid.org/0000-0001-8628-3803","affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109631438","display_name":"Peng Ren","orcid":"https://orcid.org/0000-0001-7883-1873"},"institutions":[{"id":"https://openalex.org/I177388780","display_name":"Xuzhou Medical College","ror":"https://ror.org/04fe7hy80","country_code":"CN","type":"education","lineage":["https://openalex.org/I177388780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Ren","raw_affiliation_strings":["School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"raw_orcid":"https://orcid.org/0000-0001-7883-1873","affiliations":[{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China","institution_ids":["https://openalex.org/I177388780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I177388780"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.4962,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83602651,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"147569","last_page":"147580"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11363","display_name":"Dental Radiography and Imaging","score":0.9991999864578247,"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":0.9991999864578247,"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/T10368","display_name":"Dental Health and Care Utilization","score":0.9760000109672546,"subfield":{"id":"https://openalex.org/subfields/3506","display_name":"Periodontics"},"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/T12439","display_name":"Dental Research and COVID-19","score":0.975600004196167,"subfield":{"id":"https://openalex.org/subfields/3500","display_name":"General Dentistry"},"field":{"id":"https://openalex.org/fields/35","display_name":"Dentistry"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7848620414733887},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.733701229095459},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5800498723983765},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43047791719436646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4257572591304779},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4149458408355713}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7848620414733887},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.733701229095459},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5800498723983765},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43047791719436646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4257572591304779},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4149458408355713},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3601329","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3601329","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:71a05fe2b0e443aaaedab232d33f9f55","is_oa":true,"landing_page_url":"https://doaj.org/article/71a05fe2b0e443aaaedab232d33f9f55","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 147569-147580 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3601329","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3601329","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/G3882601315","display_name":null,"funder_award_id":"B-b/2024/01/156","funder_id":"https://openalex.org/F4320327500","funder_display_name":"Jiangsu University of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320327500","display_name":"Jiangsu University of Science and Technology","ror":"https://ror.org/00tyjp878"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1909740415","https://openalex.org/W1981034547","https://openalex.org/W2126728600","https://openalex.org/W2152689054","https://openalex.org/W2156479199","https://openalex.org/W2194775991","https://openalex.org/W2531409750","https://openalex.org/W2776265614","https://openalex.org/W2934073222","https://openalex.org/W2962858109","https://openalex.org/W2962914239","https://openalex.org/W2963446712","https://openalex.org/W3010457767","https://openalex.org/W3015101934","https://openalex.org/W3034745255","https://openalex.org/W3096947210","https://openalex.org/W3120359206","https://openalex.org/W3127751679","https://openalex.org/W3132455321","https://openalex.org/W3136424010","https://openalex.org/W3138516171","https://openalex.org/W3140854437","https://openalex.org/W3141513209","https://openalex.org/W4200038009","https://openalex.org/W4205340815","https://openalex.org/W4214940715","https://openalex.org/W4220805960","https://openalex.org/W4289173356","https://openalex.org/W4312443924","https://openalex.org/W4360798171","https://openalex.org/W4362603432","https://openalex.org/W4366483395","https://openalex.org/W4379012538","https://openalex.org/W4380788986","https://openalex.org/W4385346076","https://openalex.org/W4387211941","https://openalex.org/W4387436082","https://openalex.org/W4388461636","https://openalex.org/W4396978887","https://openalex.org/W4401069729","https://openalex.org/W4402553512","https://openalex.org/W4403881071","https://openalex.org/W4404688382","https://openalex.org/W4405335478","https://openalex.org/W4405907298","https://openalex.org/W4411055049"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Dental":[0],"caries":[1,38,46,89],"is":[2,13,51],"a":[3,80,110,124,139],"prevalent":[4],"bacterial":[5],"infection,":[6],"and":[7,10,30,55,123,158,165,175,181],"its":[8],"early":[9],"accurate":[11],"detection":[12],"essential":[14],"for":[15,87],"preventing":[16],"irreversible":[17],"damage":[18],"to":[19,68],"dental":[20],"structures.":[21],"Cone-beam":[22],"computed":[23],"tomography":[24],"(CBCT)":[25],"offers":[26],"high":[27],"spatial":[28],"resolution":[29],"clear":[31],"anatomical":[32],"visualization,":[33],"enabling":[34],"precise":[35],"assessment":[36],"of":[37,45,163,184],"lesions.":[39],"However,":[40],"the":[41,169,179],"manual":[42],"layer-by-layer":[43],"annotation":[44],"regions":[47],"in":[48,70],"CBCT":[49,141],"images":[50],"not":[52],"only":[53],"time-consuming":[54],"inefficient":[56],"but":[57],"also":[58],"heavily":[59],"reliant":[60],"on":[61,138,168],"professional":[62],"expertise,":[63],"which":[64],"can":[65],"easily":[66],"lead":[67],"inconsistencies":[69],"segmentation":[71],"results.":[72],"To":[73],"address":[74],"this":[75],"challenge,":[76],"we":[77],"propose":[78],"CariesAttNet,":[79],"novel":[81],"attention-guided":[82],"convolutional":[83,121],"neural":[84],"network":[85,92],"designed":[86],"automatic":[88],"segmentation.":[90],"The":[91],"adopts":[93],"an":[94,101],"encoder\u2013decoder":[95],"architecture":[96],"with":[97],"skip":[98],"connections,":[99],"featuring":[100],"attention":[102,113,126],"ConvNeXt":[103],"block":[104],"that":[105,115,128,144],"enhances":[106],"local":[107],"feature":[108],"extraction,":[109],"large":[111],"kernel":[112],"module":[114],"captures":[116],"long-range":[117],"contextual":[118],"information":[119],"through":[120],"attention,":[122],"multi-scale":[125],"gate":[127],"effectively":[129],"aggregates":[130],"features":[131],"across":[132,150],"multiple":[133],"semantic":[134],"levels.":[135],"Experimental":[136],"results":[137],"private":[140],"dataset":[142],"demonstrate":[143],"CariesAttNet":[145],"outperforms":[146],"existing":[147],"mainstream":[148],"methods":[149],"all":[151],"evaluation":[152],"metrics,":[153],"achieving":[154],"dice":[155],"similarity":[156],"coefficient":[157],"intersection":[159],"over":[160],"union":[161],"scores":[162],"80.85%":[164],"72.01%,":[166],"respectively,":[167],"test":[170],"set.":[171],"Further":[172],"ablation":[173],"experiments":[174],"interpretability":[176],"analyses":[177],"validate":[178],"effectiveness":[180],"synergistic":[182],"benefits":[183],"each":[185],"module.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-08-22T00:00:00"}
