{"id":"https://openalex.org/W4413211783","doi":"https://doi.org/10.1109/access.2025.3597460","title":"Asymmetric Network Based on CNN and Attention Mechanisms for Thyroid Nodule Segmentation","display_name":"Asymmetric Network Based on CNN and Attention Mechanisms for Thyroid Nodule Segmentation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413211783","doi":"https://doi.org/10.1109/access.2025.3597460"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3597460","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3597460","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.2025.3597460","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100680511","display_name":"Zhiheng Zhang","orcid":"https://orcid.org/0009-0002-0821-6140"},"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":"Zhiheng Zhang","raw_affiliation_strings":["School of Stomatology, Xuzhou Medical University, Xuzhou, Jiangsu, China","School of Stomatology, Xuzhou Medical University, Xuzhou City, Jiangsu Province, China"],"affiliations":[{"raw_affiliation_string":"School of Stomatology, Xuzhou Medical University, Xuzhou, Jiangsu, China","institution_ids":["https://openalex.org/I177388780"]},{"raw_affiliation_string":"School of Stomatology, 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"],"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/A5101931172","display_name":"Cheng Zhao","orcid":"https://orcid.org/0009-0007-3881-8122"},"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":"Cheng Zhao","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"],"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/A5109631438","display_name":"Peng Ren","orcid":null},"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"],"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/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"],"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":5,"corresponding_author_ids":["https://openalex.org/A5100680511"],"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":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11914024,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"141908","last_page":"141919"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9544000029563904,"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":0.9544000029563904,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8087056875228882},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5890752077102661},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.558931291103363},{"id":"https://openalex.org/keywords/nodule","display_name":"Nodule (geology)","score":0.5221460461616516},{"id":"https://openalex.org/keywords/thyroid-nodules","display_name":"Thyroid nodules","score":0.4455483853816986},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3730263113975525},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3231462240219116},{"id":"https://openalex.org/keywords/thyroid","display_name":"Thyroid","score":0.27829933166503906},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.06498053669929504}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8087056875228882},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5890752077102661},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.558931291103363},{"id":"https://openalex.org/C2776731575","wikidata":"https://www.wikidata.org/wiki/Q2916245","display_name":"Nodule (geology)","level":2,"score":0.5221460461616516},{"id":"https://openalex.org/C2779022025","wikidata":"https://www.wikidata.org/wiki/Q53829","display_name":"Thyroid nodules","level":3,"score":0.4455483853816986},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3730263113975525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3231462240219116},{"id":"https://openalex.org/C526584372","wikidata":"https://www.wikidata.org/wiki/Q16399","display_name":"Thyroid","level":2,"score":0.27829933166503906},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.06498053669929504},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3597460","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3597460","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:da3118599408445ea2baa669387c92fb","is_oa":true,"landing_page_url":"https://doaj.org/article/da3118599408445ea2baa669387c92fb","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":"IEEE Access, Vol 13, Pp 141908-141919 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3597460","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3597460","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":[{"score":0.6100000143051147,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1903029394","https://openalex.org/W2011116888","https://openalex.org/W2525654528","https://openalex.org/W2531409750","https://openalex.org/W2752782242","https://openalex.org/W2884436604","https://openalex.org/W2962834855","https://openalex.org/W2962858109","https://openalex.org/W2962914239","https://openalex.org/W2963446712","https://openalex.org/W2964309882","https://openalex.org/W3028855953","https://openalex.org/W3034552520","https://openalex.org/W3084196418","https://openalex.org/W3088257970","https://openalex.org/W3104610662","https://openalex.org/W3127751679","https://openalex.org/W3129232084","https://openalex.org/W3136424010","https://openalex.org/W3139049060","https://openalex.org/W3168997536","https://openalex.org/W4200363573","https://openalex.org/W4283160212","https://openalex.org/W4288823292","https://openalex.org/W4294326265","https://openalex.org/W4295934721","https://openalex.org/W4312084891","https://openalex.org/W4321479797","https://openalex.org/W4360798171","https://openalex.org/W4367314704","https://openalex.org/W4396918399","https://openalex.org/W4399207426","https://openalex.org/W4402476250","https://openalex.org/W4402499135","https://openalex.org/W4402553512","https://openalex.org/W4405907298","https://openalex.org/W4406981313","https://openalex.org/W4409088804","https://openalex.org/W6638667902","https://openalex.org/W6726497184","https://openalex.org/W6750469568","https://openalex.org/W6757817989","https://openalex.org/W6780226713","https://openalex.org/W6842806116"],"related_works":["https://openalex.org/W3029276719","https://openalex.org/W3125611560","https://openalex.org/W2498632914","https://openalex.org/W45411538","https://openalex.org/W59410728","https://openalex.org/W2525654528","https://openalex.org/W3031210199","https://openalex.org/W2092893319","https://openalex.org/W3031740696","https://openalex.org/W2333230371"],"abstract_inverted_index":{"Thyroid":[0],"nodules":[1,27,107],"are":[2,77],"detected":[3],"in":[4,28,70,108],"up":[5],"to":[6,68,79,119,130,142],"65%":[7],"of":[8,26,46,173,181,198],"the":[9,44,74,157,184,194],"general":[10],"population,":[11],"and":[12,37,82,98,103,134,175,189,196],"their":[13,35],"early":[14],"identification":[15],"is":[16,31,59],"clinically":[17],"significant":[18],"for":[19,33,101],"formulating":[20],"personalized":[21],"treatment":[22],"plans.":[23],"Precise":[24],"segmentation":[25,90,165],"ultrasound":[29,109,153],"images":[30],"essential":[32],"assessing":[34],"morphological":[36],"pathological":[38],"characteristics.":[39],"In":[40],"current":[41],"clinical":[42],"practice,":[43],"annotation":[45,75],"nodule":[47,152],"regions":[48],"primarily":[49],"relies":[50],"on":[51,93,148,183],"manual":[52],"operations":[53],"performed":[54],"by":[55],"physicians.":[56],"This":[57,84],"process":[58],"not":[60],"only":[61],"time-consuming":[62],"but":[63],"also":[64],"labor-intensive.":[65],"Furthermore,":[66],"due":[67],"variations":[69],"physicians\u2019":[71],"professional":[72],"experience,":[73],"results":[76,147],"difficult":[78],"ensure":[80],"consistency":[81],"reliability.":[83],"study":[85],"proposes":[86],"an":[87,114,176],"asymmetric":[88],"encoder-decoder":[89],"architecture":[91],"based":[92],"Convolutional":[94,116,126],"Neural":[95],"Networks":[96],"(CNN)":[97],"attention":[99],"mechanisms":[100],"automatically":[102],"precisely":[104],"segmenting":[105],"thyroid":[106,151],"images.":[110],"The":[111],"framework":[112],"introduces":[113],"Efficient":[115],"Block":[117],"(ECB)":[118],"extract":[120],"high-level":[121],"semantic":[122],"features,":[123],"constructs":[124],"a":[125,136,149,168],"Modulation":[127],"Module":[128,140],"(CMM)":[129],"enhance":[131],"feature":[132],"representation,":[133],"incorporates":[135],"Spatial":[137],"Semantic":[138],"Enhancement":[139],"(SSEM)":[141],"optimize":[143],"detail":[144],"reconstruction.":[145],"Experimental":[146],"public":[150],"dataset":[154],"demonstrate":[155],"that":[156],"proposed":[158],"method":[159],"significantly":[160],"outperforms":[161],"existing":[162],"models\u2019":[163],"overall":[164],"performance,":[166],"achieving":[167],"Dice":[169],"Similarity":[170],"Coefficient":[171],"(DSC)":[172],"0.8332":[174],"Intersection":[177],"over":[178],"Union":[179],"(IOU)":[180],"0.7473":[182],"test":[185],"set.":[186],"Ablation":[187],"studies":[188],"visual":[190],"analysis":[191],"further":[192],"confirm":[193],"effectiveness":[195],"interpretability":[197],"each":[199],"module.":[200]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
