{"id":"https://openalex.org/W3046789705","doi":"https://doi.org/10.1155/2020/1242781","title":"Efficient Deep Learning Architecture for Detection and Recognition of Thyroid Nodules","display_name":"Efficient Deep Learning Architecture for Detection and Recognition of Thyroid Nodules","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3046789705","doi":"https://doi.org/10.1155/2020/1242781","mag":"3046789705","pmid":"https://pubmed.ncbi.nlm.nih.gov/32831817"},"language":"en","primary_location":{"id":"doi:10.1155/2020/1242781","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/1242781","pdf_url":"https://downloads.hindawi.com/journals/cin/2020/1242781.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2020/1242781.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101523030","display_name":"Jingzhe Ma","orcid":"https://orcid.org/0000-0002-7090-6989"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingzhe Ma","raw_affiliation_strings":["Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China","School of Information Engineering, Zhengzhou University, Zhengzhou 450000, China"],"affiliations":[{"raw_affiliation_string":"Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University, Zhengzhou 450000, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038755226","display_name":"Shaobo Duan","orcid":"https://orcid.org/0000-0003-3150-3666"},"institutions":[{"id":"https://openalex.org/I4210133534","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaobo Duan","raw_affiliation_strings":["Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China"],"affiliations":[{"raw_affiliation_string":"Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China","institution_ids":["https://openalex.org/I4210133534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100449335","display_name":"Ye Zhang","orcid":"https://orcid.org/0000-0002-9010-2566"},"institutions":[{"id":"https://openalex.org/I4210133534","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Zhang","raw_affiliation_strings":["Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China"],"affiliations":[{"raw_affiliation_string":"Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China","institution_ids":["https://openalex.org/I4210133534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101807405","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0003-4955-5819"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China","School of Information Engineering, Zhengzhou University, Zhengzhou 450000, China"],"affiliations":[{"raw_affiliation_string":"Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China","institution_ids":["https://openalex.org/I38877650"]},{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University, Zhengzhou 450000, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039105930","display_name":"Zongmin Wang","orcid":"https://orcid.org/0000-0001-9204-5414"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongmin Wang","raw_affiliation_strings":["Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China"],"affiliations":[{"raw_affiliation_string":"Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101605770","display_name":"Runzhi Li","orcid":"https://orcid.org/0000-0001-7259-9321"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Runzhi Li","raw_affiliation_strings":["Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China"],"affiliations":[{"raw_affiliation_string":"Cooperative Innovation Center of Internet Healthcare, Zhengzhou University, Zhengzhou 450000, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020315614","display_name":"Yongli Li","orcid":"https://orcid.org/0000-0002-3175-0272"},"institutions":[{"id":"https://openalex.org/I4210133534","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongli Li","raw_affiliation_strings":["Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China"],"affiliations":[{"raw_affiliation_string":"Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China","institution_ids":["https://openalex.org/I4210133534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101781859","display_name":"Lianzhong Zhang","orcid":"https://orcid.org/0000-0003-0886-5589"},"institutions":[{"id":"https://openalex.org/I4210133534","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianzhong Zhang","raw_affiliation_strings":["Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China"],"affiliations":[{"raw_affiliation_string":"Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China","institution_ids":["https://openalex.org/I4210133534"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056754450","display_name":"Huimin Ma","orcid":"https://orcid.org/0000-0003-2377-2065"},"institutions":[{"id":"https://openalex.org/I4210133534","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210133534"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huimin Ma","raw_affiliation_strings":["Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China"],"affiliations":[{"raw_affiliation_string":"Department of Health Management, Henan Provincial People\u2019s Hospital, Zhengzhou 450003, China","institution_ids":["https://openalex.org/I4210133534"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101605770"],"corresponding_institution_ids":["https://openalex.org/I38877650"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":3.1261,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.92967221,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10329","display_name":"Thyroid Cancer Diagnosis and Treatment","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10329","display_name":"Thyroid Cancer Diagnosis and Treatment","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9940000176429749,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9739999771118164,"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/thyroid-nodules","display_name":"Thyroid nodules","score":0.8773956298828125},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8208812475204468},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8145521879196167},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8012725710868835},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.770351767539978},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4728401303291321},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3371010422706604},{"id":"https://openalex.org/keywords/thyroid","display_name":"Thyroid","score":0.3146052956581116},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18303194642066956}],"concepts":[{"id":"https://openalex.org/C2779022025","wikidata":"https://www.wikidata.org/wiki/Q53829","display_name":"Thyroid nodules","level":3,"score":0.8773956298828125},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8208812475204468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8145521879196167},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8012725710868835},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.770351767539978},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4728401303291321},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3371010422706604},{"id":"https://openalex.org/C526584372","wikidata":"https://www.wikidata.org/wiki/Q16399","display_name":"Thyroid","level":2,"score":0.3146052956581116},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18303194642066956},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014463","descriptor_name":"Ultrasonography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016606","descriptor_name":"Thyroid Nodule","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D016606","descriptor_name":"Thyroid Nodule","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D016606","descriptor_name":"Thyroid Nodule","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D016606","descriptor_name":"Thyroid Nodule","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D016606","descriptor_name":"Thyroid Nodule","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D016606","descriptor_name":"Thyroid Nodule","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D066264","descriptor_name":"Datasets as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1155/2020/1242781","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/1242781","pdf_url":"https://downloads.hindawi.com/journals/cin/2020/1242781.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:32831817","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32831817","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":"Computational intelligence and neuroscience","raw_type":null},{"id":"pmh:oai:doaj.org/article:c964f9aed7ab459fae77d0c3592bbbcf","is_oa":true,"landing_page_url":"https://doaj.org/article/c964f9aed7ab459fae77d0c3592bbbcf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2020 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7424080","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7424080","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Intell Neurosci","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2020/1242781","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/1242781","pdf_url":"https://downloads.hindawi.com/journals/cin/2020/1242781.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322766","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21"},{"id":"https://openalex.org/F4320329523","display_name":"Henan Provincial People's Hospital","ror":"https://ror.org/03f72zw41"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3046789705.pdf","grobid_xml":"https://content.openalex.org/works/W3046789705.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1415454736","https://openalex.org/W1993164261","https://openalex.org/W2012875423","https://openalex.org/W2036304194","https://openalex.org/W2097504869","https://openalex.org/W2101926813","https://openalex.org/W2112796928","https://openalex.org/W2113192608","https://openalex.org/W2140427427","https://openalex.org/W2151103935","https://openalex.org/W2583505895","https://openalex.org/W2592929672","https://openalex.org/W2611361633","https://openalex.org/W2735666957","https://openalex.org/W2773856149","https://openalex.org/W2783250344","https://openalex.org/W2805563272","https://openalex.org/W2807190811","https://openalex.org/W2809903694"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W4380365029","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W3029198973"],"abstract_inverted_index":{"Ultrasonography":[0],"is":[1,186,278],"widely":[2],"used":[3,148,211],"in":[4,54,71],"the":[5,55,72,122,125,140,144,155,158,213,222,246,249,267,275],"clinical":[6],"diagnosis":[7],"of":[8,13,43,57,74,143,167,194,251,284],"thyroid":[9,14,75,145,168,200,285],"nodules.":[10,76,146,201],"Ultrasound":[11],"images":[12,166,180,193],"nodules":[15,169,286],"have":[16],"different":[17,116,132,141],"appearances,":[18],"interior":[19],"features,":[20],"and":[21,69,105,124,153,197,205,217,241,253,258,260,262,282],"blurred":[22],"borders":[23],"that":[24,190,235,274],"are":[25,63,136,210],"difficult":[26],"for":[27,215,280,287],"a":[28,82,103,172],"physician":[29],"to":[30,51,66,119,128,138,151],"diagnose":[31],"into":[32],"malignant":[33,196],"or":[34],"benign":[35,199],"types":[36],"merely":[37],"through":[38],"visual":[39],"recognition.":[40],"The":[41,231],"development":[42],"artificial":[44],"intelligence,":[45],"especially":[46],"deep":[47,83,228],"learning,":[48],"has":[49],"led":[50],"great":[52],"advances":[53],"field":[56],"medical":[58],"image":[59],"diagnosis.":[60],"However,":[61],"there":[62],"some":[64,226],"challenges":[65],"achieve":[67],"precision":[68,203,208],"efficiency":[70],"recognition":[73,283],"In":[77,109],"this":[78],"work,":[79],"we":[80,111],"propose":[81],"learning":[84,229],"architecture,":[85],"you":[86],"only":[87],"look":[88],"once":[89],"v3":[90],"dense":[91],"multireceptive":[92],"fields":[93],"convolutional":[94],"neural":[95],"network":[96],"(YOLOv3-DMRF),":[97],"based":[98],"on":[99,239,244,266],"YOLOv3.":[100],"It":[101],"comprises":[102],"DMRF-CNN":[104],"multiscale":[106],"detection":[107,134,242,254,281],"layers.":[108,130],"DMRF-CNN,":[110],"integrate":[112],"dilated":[113],"convolution":[114],"with":[115,225],"dilation":[117],"rates":[118],"continue":[120],"passing":[121],"edge":[123],"texture":[126],"features":[127],"deeper":[129],"Two":[131],"scale":[133],"layers":[135],"deployed":[137],"recognize":[139],"sizes":[142],"We":[147,177,220],"two":[149,268],"datasets":[150],"train":[152],"evaluate":[154],"YOLOv3-DMRF":[156,224,236,277],"during":[157],"experiments.":[159],"One":[160],"dataset":[161,185,189],"includes":[162,191],"699":[163],"original":[164],"ultrasound":[165,192,288],"collected":[170],"from":[171],"local":[173],"health":[174],"physical":[175],"center.":[176],"obtained":[178],"10,485":[179],"after":[181],"data":[182],"augmentation.":[183],"Another":[184],"an":[187],"open-access":[188],"111":[195],"41":[198],"Average":[202],"(AP)":[204],"mean":[206],"average":[207],"(mAP)":[209],"as":[212],"metrics":[214],"quantitative":[216],"qualitative":[218],"evaluations.":[219],"compared":[221],"proposed":[223,276],"state-of-the-art":[227],"networks.":[230],"experimental":[232],"results":[233,272],"show":[234],"outperforms":[237],"others":[238],"mAP":[240,252],"time":[243,255],"both":[245],"datasets.":[247,270],"Specifically,":[248],"values":[250],"were":[256],"90.05":[257],"95.23%":[259],"3.7":[261],"2.2":[263],"s,":[264],"respectively,":[265],"test":[269],"Experimental":[271],"demonstrate":[273],"efficient":[279],"images.":[289]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
