{"id":"https://openalex.org/W3205995453","doi":"https://doi.org/10.2478/jaiscr-2022-0003","title":"Mixup (Sample Pairing) Can Improve the Performance of Deep Segmentation Networks","display_name":"Mixup (Sample Pairing) Can Improve the Performance of Deep Segmentation Networks","publication_year":2021,"publication_date":"2021-10-08","ids":{"openalex":"https://openalex.org/W3205995453","doi":"https://doi.org/10.2478/jaiscr-2022-0003","mag":"3205995453"},"language":"en","primary_location":{"id":"doi:10.2478/jaiscr-2022-0003","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2022-0003","pdf_url":null,"source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.2478/jaiscr-2022-0003","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080189744","display_name":"Lars Johannes Isaksson","orcid":"https://orcid.org/0000-0002-1008-3466"},"institutions":[{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Lars J. Isaksson","raw_affiliation_strings":["Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210153126","https://openalex.org/I4210123579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067850637","display_name":"Paul Summers","orcid":"https://orcid.org/0000-0002-5085-1095"},"institutions":[{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paul Summers","raw_affiliation_strings":["Division of Radiology, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Radiology, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210123579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043819658","display_name":"Sara Raimondi","orcid":"https://orcid.org/0000-0003-4673-9049"},"institutions":[{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Raimondi","raw_affiliation_strings":["Department of Experimental Oncology , European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Experimental Oncology , European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210123579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015077519","display_name":"Sara Gandini","orcid":"https://orcid.org/0000-0002-1348-4548"},"institutions":[{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sara Gandini","raw_affiliation_strings":["Department of Experimental Oncology , European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Experimental Oncology , European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210123579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081010150","display_name":"Abhir Bhalerao","orcid":"https://orcid.org/0000-0001-8830-329X"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Abhir Bhalerao","raw_affiliation_strings":["Department of Computer Science , University of Warwick , Coventry CV4 7AL , Warwick , United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , University of Warwick , Coventry CV4 7AL , Warwick , United Kingdom","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071970248","display_name":"Giulia Marvaso","orcid":"https://orcid.org/0000-0002-5339-8038"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulia Marvaso","raw_affiliation_strings":["Department of Oncology and Hemato-oncology , University of Milan , via Festa del Perdono 7 , Milan , Italy","Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology and Hemato-oncology , University of Milan , via Festa del Perdono 7 , Milan , Italy","institution_ids":["https://openalex.org/I189158943"]},{"raw_affiliation_string":"Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210153126","https://openalex.org/I4210123579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102886981","display_name":"Giuseppe Petralia","orcid":"https://orcid.org/0000-0003-3502-3643"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Petralia","raw_affiliation_strings":["Department of Oncology and Hemato-oncology , University of Milan , via Festa del Perdono 7 , Milan , Italy","Division of Radiology, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology and Hemato-oncology , University of Milan , via Festa del Perdono 7 , Milan , Italy","institution_ids":["https://openalex.org/I189158943"]},{"raw_affiliation_string":"Division of Radiology, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210123579"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008162960","display_name":"Matteo Pepa","orcid":"https://orcid.org/0000-0003-1338-9556"},"institutions":[{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Pepa","raw_affiliation_strings":["Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210153126","https://openalex.org/I4210123579"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054413808","display_name":"Barbara Alicja Jereczek\u2010Fossa","orcid":"https://orcid.org/0000-0001-8151-3673"},"institutions":[{"id":"https://openalex.org/I189158943","display_name":"University of Milan","ror":"https://ror.org/00wjc7c48","country_code":"IT","type":"education","lineage":["https://openalex.org/I189158943"]},{"id":"https://openalex.org/I4210123579","display_name":"Ripamonti","ror":"https://ror.org/03vcgp521","country_code":"IT","type":"company","lineage":["https://openalex.org/I4210123579"]},{"id":"https://openalex.org/I4210153126","display_name":"Istituti di Ricovero e Cura a Carattere Scientifico","ror":"https://ror.org/04tfzc498","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126"]},{"id":"https://openalex.org/I6141010","display_name":"European Institute of Oncology","ror":"https://ror.org/02vr0ne26","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I4210153126","https://openalex.org/I6141010"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Barbara A. Jereczek-Fossa","raw_affiliation_strings":["Department of Oncology and Hemato-oncology , University of Milan , via Festa del Perdono 7 , Milan , Italy","Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Oncology and Hemato-oncology , University of Milan , via Festa del Perdono 7 , Milan , Italy","institution_ids":["https://openalex.org/I189158943"]},{"raw_affiliation_string":"Division of Radiotherapy, European Institute of Oncology IRCCS , via Ripamonti 435 , Milan , Italy","institution_ids":["https://openalex.org/I6141010","https://openalex.org/I4210153126","https://openalex.org/I4210123579"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5080189744"],"corresponding_institution_ids":["https://openalex.org/I4210123579","https://openalex.org/I4210153126","https://openalex.org/I6141010"],"apc_list":null,"apc_paid":{"value":1400,"currency":"EUR","value_usd":1509},"fwci":1.3577,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.83324725,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"12","issue":"1","first_page":"29","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.996399998664856,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/segmentation","display_name":"Segmentation","score":0.7561297416687012},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6782903075218201},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.6718695163726807},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.6430405974388123},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6259303689002991},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.57152259349823},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5203732848167419},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5197593569755554},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46967512369155884},{"id":"https://openalex.org/keywords/medical-imaging","display_name":"Medical imaging","score":0.4254266619682312},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.42430996894836426},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3943733870983124},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3310151994228363},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1619766354560852},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1570272445678711}],"concepts":[{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.7561297416687012},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6782903075218201},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.6718695163726807},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.6430405974388123},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6259303689002991},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.57152259349823},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5203732848167419},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5197593569755554},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46967512369155884},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4254266619682312},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.42430996894836426},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3943733870983124},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3310151994228363},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1619766354560852},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1570272445678711},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.2478/jaiscr-2022-0003","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2022-0003","pdf_url":null,"source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},{"id":"pmh:oai:air.unimi.it:2434/897798","is_oa":true,"landing_page_url":"http://hdl.handle.net/2434/897798","pdf_url":null,"source":{"id":"https://openalex.org/S4306400516","display_name":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189158943","host_organization_name":"University of Milan","host_organization_lineage":["https://openalex.org/I189158943"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.2478/jaiscr-2022-0003","is_oa":true,"landing_page_url":"https://doi.org/10.2478/jaiscr-2022-0003","pdf_url":null,"source":{"id":"https://openalex.org/S4210223945","display_name":"Journal of Artificial Intelligence and Soft Computing Research","issn_l":"2083-2567","issn":["2083-2567","2449-6499"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317241","host_organization_name":"Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology","host_organization_lineage":["https://openalex.org/P4310317241"],"host_organization_lineage_names":["Polish Neural Network Society, the University of Social Sciences in Lodz & Czestochowa University of Technology"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Artificial Intelligence and Soft Computing Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1901129140","https://openalex.org/W2106033751","https://openalex.org/W2765407302","https://openalex.org/W2768188490","https://openalex.org/W2775795276","https://openalex.org/W2788906943","https://openalex.org/W2798122215","https://openalex.org/W2798305197","https://openalex.org/W2895435696","https://openalex.org/W2905338897","https://openalex.org/W2955706402","https://openalex.org/W2963031676","https://openalex.org/W2963622428","https://openalex.org/W2964153283","https://openalex.org/W2970121940","https://openalex.org/W2979605896","https://openalex.org/W2987039128","https://openalex.org/W3122868258","https://openalex.org/W3127751679","https://openalex.org/W3131993672","https://openalex.org/W3136305497","https://openalex.org/W3138482620","https://openalex.org/W3204255739"],"related_works":["https://openalex.org/W4402926319","https://openalex.org/W4389060404","https://openalex.org/W2973136608","https://openalex.org/W3012828488","https://openalex.org/W4286233748","https://openalex.org/W4254054209","https://openalex.org/W4200334192","https://openalex.org/W4391935352","https://openalex.org/W2952835238","https://openalex.org/W2157102420"],"abstract_inverted_index":{"Abstract":[0],"Researchers":[1],"address":[2],"the":[3,79,84,103,118],"generalization":[4,85],"problem":[5],"of":[6,15,40,60,87,126],"deep":[7,46,88],"image":[8,70,93,185],"processing":[9],"networks":[10,90],"mainly":[11],"through":[12],"extensive":[13],"use":[14],"data":[16,27,194],"augmentation":[17,28],"techniques":[18],"such":[19],"as":[20],"random":[21],"flips,":[22],"rotations,":[23],"and":[24,116,121,130,167],"deformations.":[25],"A":[26],"technique":[29],"called":[30],"mixup,":[31],"which":[32,188],"constructs":[33],"virtual":[34],"training":[35],"samples":[36],"from":[37,112,134],"convex":[38],"combinations":[39],"inputs,":[41],"was":[42],"recently":[43],"proposed":[44],"for":[45,69,91,183],"classification":[47,56],"networks.":[48],"The":[49,174],"algorithm":[50,81,176],"contributed":[51],"to":[52,101,156,160,162],"increased":[53],"performance":[54,86,154],"on":[55],"in":[57,105,124,153,165,171],"a":[58,97,135,149,168],"variety":[59],"datasets,":[61],"but":[62],"so":[63],"far":[64],"has":[65],"not":[66],"been":[67],"evaluated":[68],"segmentation":[71,89,137,186],"tasks.":[72],"In":[73],"this":[74],"paper,":[75],"we":[76],"tested":[77],"whether":[78],"mixup":[80,123,147,175],"can":[82],"improve":[83],"medical":[92,184],"data.":[94],"We":[95],"trained":[96],"standard":[98],"U-net":[99],"architecture":[100],"segment":[102],"prostate":[104,113],"100":[106],"T2-weighted":[107],"3D":[108],"magnetic":[109],"resonance":[110],"images":[111],"cancer":[114],"patients,":[115],"compared":[117,155],"results":[119,144],"with":[120],"without":[122],"terms":[125],"Dice":[127,166],"similarity":[128],"coefficient":[129],"mean":[131],"surface":[132,172],"distance":[133],"reference":[136],"made":[138],"by":[139,192],"an":[140,180],"experienced":[141],"radiologist.":[142],"Our":[143],"suggest":[145],"that":[146],"offers":[148],"statistically":[150],"significant":[151],"boost":[152],"non-mixup":[157],"training,":[158],"leading":[159],"up":[161],"1.9%":[163],"increase":[164],"10.9%":[169],"decrease":[170],"distance.":[173],"may":[177],"thus":[178],"offer":[179],"important":[181],"aid":[182],"applications,":[187],"are":[189],"typically":[190],"limited":[191],"severe":[193],"scarcity.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":6}],"updated_date":"2026-05-01T06:04:38.248271","created_date":"2025-10-10T00:00:00"}