{"id":"https://openalex.org/W4390235307","doi":"https://doi.org/10.3390/a17010010","title":"Effect of Data Augmentation on Deep-Learning-Based Segmentation of Long-Axis Cine-MRI","display_name":"Effect of Data Augmentation on Deep-Learning-Based Segmentation of Long-Axis Cine-MRI","publication_year":2023,"publication_date":"2023-12-25","ids":{"openalex":"https://openalex.org/W4390235307","doi":"https://doi.org/10.3390/a17010010"},"language":"en","primary_location":{"id":"doi:10.3390/a17010010","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17010010","pdf_url":"https://www.mdpi.com/1999-4893/17/1/10/pdf?version=1703515033","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/17/1/10/pdf?version=1703515033","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077354926","display_name":"Fran\u00e7ois Legrand","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I177064439","display_name":"Universit\u00e9 de Bourgogne","ror":"https://ror.org/03k1bsr36","country_code":"FR","type":"education","lineage":["https://openalex.org/I177064439"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Fran\u00e7ois Legrand","raw_affiliation_strings":["CASIS, 21800 Quetigny, France","IFTIM, ICMUB Laboratory, UMR CNRS 6302, University of Burgundy, 21078 Dijon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CASIS, 21800 Quetigny, France","institution_ids":[]},{"raw_affiliation_string":"IFTIM, ICMUB Laboratory, UMR CNRS 6302, University of Burgundy, 21078 Dijon, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I177064439"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062407051","display_name":"Richard Macwan","orcid":"https://orcid.org/0000-0002-0815-7083"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Richard Macwan","raw_affiliation_strings":["CASIS, 21800 Quetigny, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CASIS, 21800 Quetigny, France","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014239609","display_name":"Alain Lalande","orcid":"https://orcid.org/0000-0002-7970-366X"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I177064439","display_name":"Universit\u00e9 de Bourgogne","ror":"https://ror.org/03k1bsr36","country_code":"FR","type":"education","lineage":["https://openalex.org/I177064439"]},{"id":"https://openalex.org/I4210142595","display_name":"Maison des Sciences sociales et des Humanit\u00e9s de Dijon","ror":"https://ror.org/04ejcwb57","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I4210142595","https://openalex.org/I4210150854","https://openalex.org/I4405253280"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alain Lalande","raw_affiliation_strings":["IFTIM, ICMUB Laboratory, UMR CNRS 6302, University of Burgundy, 21078 Dijon, France","Medical Imaging Department, University Hospital of Dijon, 21000 Dijon, France"],"raw_orcid":"https://orcid.org/0000-0002-7970-366X","affiliations":[{"raw_affiliation_string":"IFTIM, ICMUB Laboratory, UMR CNRS 6302, University of Burgundy, 21078 Dijon, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I177064439"]},{"raw_affiliation_string":"Medical Imaging Department, University Hospital of Dijon, 21000 Dijon, France","institution_ids":["https://openalex.org/I4210142595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093585390","display_name":"Lisa M\u00e9tairie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lisa M\u00e9tairie","raw_affiliation_strings":["CASIS, 21800 Quetigny, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CASIS, 21800 Quetigny, France","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035149234","display_name":"Thomas Decourselle","orcid":"https://orcid.org/0000-0001-6794-5306"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thomas Decourselle","raw_affiliation_strings":["CASIS, 21800 Quetigny, France"],"raw_orcid":"https://orcid.org/0000-0001-6794-5306","affiliations":[{"raw_affiliation_string":"CASIS, 21800 Quetigny, France","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5077354926"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I177064439"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.4464,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.68937873,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"10","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T10372","display_name":"Cardiac Imaging and Diagnostics","score":0.9972000122070312,"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"}},{"id":"https://openalex.org/T10821","display_name":"Cardiovascular Function and Risk Factors","score":0.9958000183105469,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.7743676900863647},{"id":"https://openalex.org/keywords/ejection-fraction","display_name":"Ejection fraction","score":0.6247307062149048},{"id":"https://openalex.org/keywords/hausdorff-distance","display_name":"Hausdorff distance","score":0.5638362765312195},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5569119453430176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5539141893386841},{"id":"https://openalex.org/keywords/orientation","display_name":"Orientation (vector space)","score":0.5016136169433594},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.4914668798446655},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.459024041891098},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45335662364959717},{"id":"https://openalex.org/keywords/short-axis","display_name":"Short axis","score":0.4404168426990509},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32254558801651},{"id":"https://openalex.org/keywords/long-axis","display_name":"Long axis","score":0.2897324562072754},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2634759545326233},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.25510111451148987},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.12627249956130981},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.12571316957473755},{"id":"https://openalex.org/keywords/heart-failure","display_name":"Heart failure","score":0.07110312581062317}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7743676900863647},{"id":"https://openalex.org/C78085059","wikidata":"https://www.wikidata.org/wiki/Q641303","display_name":"Ejection fraction","level":3,"score":0.6247307062149048},{"id":"https://openalex.org/C141898687","wikidata":"https://www.wikidata.org/wiki/Q1501997","display_name":"Hausdorff distance","level":2,"score":0.5638362765312195},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5569119453430176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5539141893386841},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.5016136169433594},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.4914668798446655},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.459024041891098},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45335662364959717},{"id":"https://openalex.org/C3018842581","wikidata":"https://www.wikidata.org/wiki/Q488415","display_name":"Short axis","level":3,"score":0.4404168426990509},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32254558801651},{"id":"https://openalex.org/C2988186910","wikidata":"https://www.wikidata.org/wiki/Q29588829","display_name":"Long axis","level":2,"score":0.2897324562072754},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2634759545326233},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.25510111451148987},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.12627249956130981},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.12571316957473755},{"id":"https://openalex.org/C2778198053","wikidata":"https://www.wikidata.org/wiki/Q181754","display_name":"Heart failure","level":2,"score":0.07110312581062317},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/a17010010","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17010010","pdf_url":"https://www.mdpi.com/1999-4893/17/1/10/pdf?version=1703515033","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:63c142c5f7394453bbefff65318d2de6","is_oa":true,"landing_page_url":"https://doaj.org/article/63c142c5f7394453bbefff65318d2de6","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":"Algorithms, Vol 17, Iss 1, p 10 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/a17010010","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17010010","pdf_url":"https://www.mdpi.com/1999-4893/17/1/10/pdf?version=1703515033","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2073725615","display_name":null,"funder_award_id":"ANR-21-PRRD-0047-01","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4390235307.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1987015763","https://openalex.org/W2009921846","https://openalex.org/W2065768018","https://openalex.org/W2499316477","https://openalex.org/W2606437410","https://openalex.org/W2753072667","https://openalex.org/W2803176574","https://openalex.org/W2804047627","https://openalex.org/W2899006596","https://openalex.org/W2914410118","https://openalex.org/W2954299637","https://openalex.org/W2963536842","https://openalex.org/W2972974856","https://openalex.org/W2979427035","https://openalex.org/W3015788359","https://openalex.org/W3091088513","https://openalex.org/W3101848196","https://openalex.org/W3105522152","https://openalex.org/W3113178943","https://openalex.org/W3156639659","https://openalex.org/W3176144202","https://openalex.org/W3184298112","https://openalex.org/W3197850203","https://openalex.org/W3203471751","https://openalex.org/W3214813820","https://openalex.org/W4200042560","https://openalex.org/W4205132742","https://openalex.org/W4205334034","https://openalex.org/W4205446623","https://openalex.org/W4205447318","https://openalex.org/W4205563653","https://openalex.org/W4205849995","https://openalex.org/W4206342980","https://openalex.org/W4224073284","https://openalex.org/W4251842133","https://openalex.org/W4308559981","https://openalex.org/W4366082712","https://openalex.org/W4367043112","https://openalex.org/W4367607000"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W3021239166","https://openalex.org/W4366341510","https://openalex.org/W2390936256","https://openalex.org/W2483429559","https://openalex.org/W2016385589","https://openalex.org/W2009559548","https://openalex.org/W2906397153","https://openalex.org/W2097993670","https://openalex.org/W1602204636"],"abstract_inverted_index":{"Automated":[0],"Cardiac":[1],"Magnetic":[2],"Resonance":[3],"segmentation":[4,80],"serves":[5],"as":[6,138],"a":[7,63,155,166],"crucial":[8],"tool":[9],"for":[10,23,77,161,169],"the":[11,48,54,70,78,96,103,115,122,139,159,162,170],"evaluation":[12],"of":[13,51,81,93,100,112,119,128],"cardiac":[14],"function,":[15],"facilitating":[16],"faster":[17],"clinical":[18,135],"assessments":[19],"that":[20],"prove":[21],"advantageous":[22],"both":[24],"practitioners":[25],"and":[26,72,83,99,106,118,145,165],"patients":[27],"alike.":[28],"Recent":[29],"studies":[30],"have":[31],"predominantly":[32],"concentrated":[33],"on":[34,37,43,95,102,114,121,158],"delineating":[35],"structures":[36,52],"short-axis":[38],"orientation,":[39],"placing":[40],"less":[41],"emphasis":[42],"long-axis":[44],"representations":[45],"due":[46],"to":[47],"intricate":[49],"nature":[50],"in":[53],"latter.":[55],"Taking":[56],"these":[57],"consideration":[58],"into":[59],"account,":[60],"we":[61],"present":[62],"robust":[64],"hierarchy-based":[65],"augmentation":[66],"strategy":[67],"coupled":[68],"with":[69,154],"compact":[71],"fast":[73],"Efficient-Net":[74],"(ENet)":[75],"architecture":[76],"automated":[79],"two-chamber":[82,97,116,163],"four-chamber":[84,104,123,171],"Cine-MRI":[85],"images.":[86,124,172],"We":[87,150],"observed":[88,151],"an":[89,107],"average":[90,108],"Dice":[91],"improvement":[92,111],"0.99%":[94],"images":[98,117,164],"2.15%":[101],"images,":[105],"Hausdorff":[109],"distance":[110],"21.3%":[113],"29.6%":[120],"The":[125],"practical":[126],"viability":[127],"our":[129],"approach":[130],"was":[131],"validated":[132],"by":[133],"computing":[134],"metrics":[136],"such":[137],"Left":[140],"Ventricular":[141],"Ejection":[142],"Fraction":[143],"(LVEF)":[144],"left":[146],"ventricular":[147],"volume":[148],"(LVC).":[149],"acceptable":[152],"biases,":[153],"+2.81%":[156],"deviation":[157,168],"LVEF":[160],"+0.11%":[167]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}