{"id":"https://openalex.org/W3133651573","doi":"https://doi.org/10.1007/978-3-030-68799-1_22","title":"Data Augmentation for a Deep Learning Framework for Ventricular Septal Defect Ultrasound Image Classification","display_name":"Data Augmentation for a Deep Learning Framework for Ventricular Septal Defect Ultrasound Image Classification","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3133651573","doi":"https://doi.org/10.1007/978-3-030-68799-1_22","mag":"3133651573"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-68799-1_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-68799-1_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101725973","display_name":"Shih-Hsin Chen","orcid":"https://orcid.org/0000-0001-5635-536X"},"institutions":[{"id":"https://openalex.org/I91951123","display_name":"Cheng Shiu University","ror":"https://ror.org/011bdtx65","country_code":"TW","type":"education","lineage":["https://openalex.org/I91951123"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Hsin Chen","raw_affiliation_strings":["Department of Information Management, Cheng Shiu University, Kaohsiung City, 83347, Taiwan (R.O.C.)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, Cheng Shiu University, Kaohsiung City, 83347, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I91951123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030215792","display_name":"I-Hsin Tai","orcid":"https://orcid.org/0000-0003-1582-5796"},"institutions":[{"id":"https://openalex.org/I184693016","display_name":"China Medical University","ror":"https://ror.org/00v408z34","country_code":"TW","type":"education","lineage":["https://openalex.org/I184693016"]},{"id":"https://openalex.org/I4210126829","display_name":"China Medical University Hospital","ror":"https://ror.org/0368s4g32","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210126829"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"I-Hsin Tai","raw_affiliation_strings":["Department of Pediatric Cardiology, China Medical University Chidren\u2019s Hospital, Taichung City, 40447, Taiwan (R.O.C.)","Department of Pediatric Cardiology, China Medical University Chidren's Hospital, Taichung City, 40447, Taiwan (R.O.C.)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatric Cardiology, China Medical University Chidren\u2019s Hospital, Taichung City, 40447, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I184693016","https://openalex.org/I4210126829"]},{"raw_affiliation_string":"Department of Pediatric Cardiology, China Medical University Chidren's Hospital, Taichung City, 40447, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I184693016","https://openalex.org/I4210126829"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100774965","display_name":"Yihui Chen","orcid":"https://orcid.org/0009-0000-2063-2484"},"institutions":[{"id":"https://openalex.org/I173093425","display_name":"Chang Gung University","ror":"https://ror.org/00d80zx46","country_code":"TW","type":"education","lineage":["https://openalex.org/I173093425"]},{"id":"https://openalex.org/I4210093821","display_name":"Kaohsiung Chang Gung Memorial Hospital","ror":"https://ror.org/00k194y12","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210093821"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Yi-Hui Chen","raw_affiliation_strings":["Department of Information Management, Chang Gung University, Taoyuan, 33302, Taiwan (R.O.C.)","Kawasaki Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, 83301, Taiwan (R.O.C.)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Management, Chang Gung University, Taoyuan, 33302, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I173093425"]},{"raw_affiliation_string":"Kawasaki Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, 83301, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I4210093821"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053248982","display_name":"Ken-Pen Weng","orcid":"https://orcid.org/0000-0002-0649-1803"},"institutions":[{"id":"https://openalex.org/I4210152230","display_name":"Kaohsiung Veterans General Hospital","ror":"https://ror.org/04jedda80","country_code":"TW","type":"funder","lineage":["https://openalex.org/I4210152230"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ken-Pen Weng","raw_affiliation_strings":["Congenital Structural Heart Disease Center, Department of Pediatrics, Kaohsiung Veterans General Hospital, No. 386, Dazhong 1st Road, Zuoying District, Kaohsiung City, Taiwan (R.O.C.)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Congenital Structural Heart Disease Center, Department of Pediatrics, Kaohsiung Veterans General Hospital, No. 386, Dazhong 1st Road, Zuoying District, Kaohsiung City, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I4210152230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023229093","display_name":"Kai\u2010Sheng Hsieh","orcid":"https://orcid.org/0000-0002-0294-9872"},"institutions":[{"id":"https://openalex.org/I4210158385","display_name":"Taipei Medical University-Shuang Ho Hospital","ror":"https://ror.org/04k9dce70","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158385"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kai-Sheng Hsieh","raw_affiliation_strings":["Department of Pediatrics, Shuang-Ho Hospital-Taipei Medical University, New Taipei City, 23561, Taiwan (R.O.C.)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, Shuang-Ho Hospital-Taipei Medical University, New Taipei City, 23561, Taiwan (R.O.C.)","institution_ids":["https://openalex.org/I4210158385"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100774965"],"corresponding_institution_ids":["https://openalex.org/I173093425","https://openalex.org/I4210093821"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.2479,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87257365,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"310","last_page":"322"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10300","display_name":"Congenital Heart Disease Studies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10300","display_name":"Congenital Heart Disease Studies","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10172","display_name":"Cardiac Valve Diseases and Treatments","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9491000175476074,"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/overfitting","display_name":"Overfitting","score":0.8877405524253845},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7190794944763184},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6651240587234497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.554801881313324},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.48324331641197205},{"id":"https://openalex.org/keywords/heart-disease","display_name":"Heart disease","score":0.4738341271877289},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4589375853538513},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.437895804643631},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3446967601776123},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3079363703727722},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2466745674610138},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.21325460076332092},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.18350759148597717}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.8877405524253845},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7190794944763184},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6651240587234497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.554801881313324},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.48324331641197205},{"id":"https://openalex.org/C2780074459","wikidata":"https://www.wikidata.org/wiki/Q389735","display_name":"Heart disease","level":2,"score":0.4738341271877289},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4589375853538513},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.437895804643631},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3446967601776123},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3079363703727722},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2466745674610138},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.21325460076332092},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.18350759148597717}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-68799-1_22","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-68799-1_22","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:tkuir.lib.tku.edu.tw:987654321/121525","is_oa":false,"landing_page_url":"https://tkuir.lib.tku.edu.tw/dspace/handle/987654321/121525","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W2047394933","https://openalex.org/W2084783417","https://openalex.org/W2097117768","https://openalex.org/W2128789463","https://openalex.org/W2131515034","https://openalex.org/W2157701576","https://openalex.org/W2163605009","https://openalex.org/W2169624977","https://openalex.org/W2194775991","https://openalex.org/W2274227799","https://openalex.org/W2318872361","https://openalex.org/W2423526167","https://openalex.org/W2473108490","https://openalex.org/W2526558436","https://openalex.org/W2555486686","https://openalex.org/W2640545234","https://openalex.org/W2919115771","https://openalex.org/W2962807789","https://openalex.org/W2963446712","https://openalex.org/W4234552385","https://openalex.org/W4237538835"],"related_works":["https://openalex.org/W1574414179","https://openalex.org/W4362597605","https://openalex.org/W4297676672","https://openalex.org/W4281702477","https://openalex.org/W2922073769","https://openalex.org/W4378510483","https://openalex.org/W2490526372","https://openalex.org/W4376166922","https://openalex.org/W4221142204","https://openalex.org/W3099765033"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-03T08:25:01.440150","created_date":"2025-10-10T00:00:00"}