{"authors":[{"id":null,"fullName":"Garrucho, Lidia","name":"Lidia","surname":"Garrucho","rank":1,"pid":null},{"id":null,"fullName":"Delegue, Eve","name":"Eve","surname":"Delegue","rank":2,"pid":null},{"id":null,"fullName":"Osuala, Richard","name":"Richard","surname":"Osuala","rank":3,"pid":null},{"id":null,"fullName":"Kessler, Dimitri","name":"Dimitri","surname":"Kessler","rank":4,"pid":null},{"id":null,"fullName":"Kushibar, Kaisar","name":"Kaisar","surname":"Kushibar","rank":5,"pid":null},{"id":null,"fullName":"Díaz, Oliver","name":"Oliver","surname":"Díaz","rank":6,"pid":null},{"id":null,"fullName":"Lekadir, Karim, 1977-","name":"Karim","surname":"Lekadir","rank":7,"pid":null},{"id":null,"fullName":"Igual Muñoz, Laura","name":"Laura","surname":"Igual Muñoz","rank":8,"pid":null}],"openAccessColor":null,"publiclyFunded":false,"eoscIfGuidelines":null,"type":"publication","language":{"code":"eng","label":"English"},"countries":[{"code":"ES","label":"Spain","provenance":null}],"subjects":[{"subject":{"scheme":"keyword","value":"Breast cancer"},"provenance":null},{"subject":{"scheme":"keyword","value":"Magnetic resonance imaging"},"provenance":null},{"subject":{"scheme":"keyword","value":"Imatges per ressonància magnètica"},"provenance":null},{"subject":{"scheme":"keyword","value":"Aprenentatge automàtic"},"provenance":null},{"subject":{"scheme":"keyword","value":"Machine learning"},"provenance":null},{"subject":{"scheme":"FOS","value":"0202 electrical engineering, electronic engineering, information engineering"},"provenance":null},{"subject":{"scheme":"FOS","value":"02 engineering and technology"},"provenance":null},{"subject":{"scheme":"keyword","value":"Càncer de mama"},"provenance":null}],"mainTitle":"Fat-Suppressed Breast MRI Synthesis for Domain Adaptation in Tumour Segmentation","subTitle":null,"descriptions":["Heterogeneity in dynamic contrast-enhanced breast MRI acquisition protocols hinders the generalization of automatic tumour segmentation tools. While fat-suppressed MRI acquisition is common, some vendors do not provide these sequences, making a segmentation model trained with fat-suppressed images unusable for non-fat-suppressed cases. In this study, we propose two strategies to alleviate this issue. The first approach involves translating non-fat-suppressed to fat-suppressed breast MRI. The second approach integrates synthetic non-fat-suppressed MRI into the training pipeline of tumour segmentation models. Our experimental results demonstrate that both approaches significantly improve segmentation performance on non-fat-suppressed MRI, suggesting that domain adaptation techniques based on image synthesis can enhance the accuracy and reliability of tumour segmentation in breast MRI. The generative models will be made publicly available at medigan library (medigan [18] GitHub repository)."],"publicationDate":"2025-01-01","publisher":"Springer Nature Switzerland","embargoEndDate":null,"sources":["Crossref","Lecture Notes in Computer Science ISBN: 9783031777882","Comunicacions a congressos (Matemàtiques i Informàtica)","reponame:Dipòsit Digital de la UB","instname:Universidad de Barcelona"],"formats":["application/pdf","7 p."],"contributors":null,"coverages":null,"bestAccessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/"},"container":null,"documentationUrls":null,"codeRepositoryUrl":null,"programmingLanguage":null,"contactPeople":null,"contactGroups":null,"tools":null,"size":null,"version":null,"geoLocations":null,"id":"doi_dedup___::0ce46622bdcabc709e64c90e3516cafc","originalIds":["10.1007/978-3-031-77789-9_20","50|doiboost____|0ce46622bdcabc709e64c90e3516cafc","50|RECOLECTA___::acb856ee77bc38cef28cda09cd46b769","oai:dnet:ubarcelona__::229c88b69bf24de5b7bb78f19df146cc","50|dblp________::5908af007497337b60f62908aed1c040","oai:recercat.cat:2445/220327","50|od_______272::b90c13b4bc39429bbd1343f7f8d02047","50|od_______963::229c88b69bf24de5b7bb78f19df146cc","oai:diposit.ub.edu:2445/220327"],"pids":[{"scheme":"doi","value":"10.1007/978-3-031-77789-9_20"},{"scheme":"handle","value":"2445/220327"}],"dateOfCollection":null,"lastUpdateTimeStamp":null,"indicators":{"citationImpact":{"citationCount":0.0,"influence":2.1746283E-9,"popularity":2.2497804E-9,"impulse":0.0,"citationClass":"C5","influenceClass":"C5","impulseClass":"C5","popularityClass":"C5"}},"projects":[{"id":"corda_____he::b99dd52a74cdca7480c43e03b02ef58d","code":"101057699","acronym":"RadioVal","title":"International Clinical Validation of Radiomics Artificial Intelligence for Breast Cancer Treatment Planning","funder":"European Commission","pids":[{"scheme":"doi","value":"10.3030/101057699"}]},{"id":"corda__h2020::7d386b683cadfaf9aec343d449010b74","code":"952103","acronym":"EuCanImage","title":"A European Cancer Image Platform Linked to Biological and Health Data for Next-Generation Artificial Intelligence and Precision Medicine in Oncology","funder":"European Commission","pids":[{"scheme":"doi","value":"10.3030/952103"}]}],"organizations":[{"legalName":"Ecole normale supérieure Paris-Saclay","acronym":"Ecole normale supérieure Paris-Saclay","id":"pending_org_::f715bd424ab69eb88a1b9a4008c3234d","pids":[{"scheme":"RNSR","value":"RNSR:202224176M"},{"scheme":"RNSR","value":"RNSR:202023513A"},{"scheme":"RNSR","value":"RNSR:202023521J"},{"scheme":"RNSR","value":"RNSR:199213433R"},{"scheme":"RNSR","value":"RNSR:200212770B"},{"scheme":"RNSR","value":"RNSR:202123712M"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"University of Barcelona","acronym":"UB","id":"openorgs____::6c3442fa797102c1c5c1a4319fce4119","pids":[{"scheme":"fundref","value":"501100005774"},{"scheme":"Wikidata","value":"Q219615"},{"scheme":"GRID","value":"grid.5841.8"},{"scheme":"ISNI","value":"0000000419370247"},{"scheme":"ROR","value":"https://ror.org/021018s57"},{"scheme":"FundRef","value":"501100006203"},{"scheme":"OrgRef","value":"61406"},{"scheme":"mag_id","value":"71999127"},{"scheme":"wikidata","value":"Q219615"},{"scheme":"RRID","value":"RRID:SCR_002575"},{"scheme":"fundref","value":"501100006203"},{"scheme":"PIC","value":"999986387"},{"scheme":"OrgReg","value":"ES0017"},{"scheme":"FundRef","value":"501100005774"}],"countries":[{"code":"ES","label":"Spain"}],"websiteurl":"http://www.ub.edu/web/ub/en/"},{"legalName":"Ecole Normale Supérieure Paris-Saclay","acronym":"Ecole Normale Supérieure Paris-Saclay","id":"pending_org_::2a69591efa6f6f17aa764e5cff6d8707","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Department of Oncology-Pathology Karolinska Institutet","acronym":"Department of Oncology-Pathology Karolinska Institutet","id":"pending_org_::5c4064068c5185f2f36c735f43c219ee","pids":null,"countries":[{"code":"SE","label":"Sweden"}],"websiteurl":null},{"legalName":"École normale supérieure Paris-Saclay","acronym":"ENS Paris Saclay","id":"pending_org_::b97156ae093f73a9bee71a3c42956600","pids":[{"scheme":"OrgReg","value":"FR0265"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://www.ens-cachan.fr/"},{"legalName":"Technical University of Munich","acronym":"TUM","id":"openorgs____::d04182cd5539c7709d5fadcef0cc08df","pids":[{"scheme":"FundRef","value":"501100013810"},{"scheme":"Wikidata","value":"Q157808"},{"scheme":"ROR","value":"https://ror.org/02kkvpp62"},{"scheme":"fundref","value":"501100005713"},{"scheme":"fundref","value":"501100013810"},{"scheme":"ISNI","value":"0000000123222966"},{"scheme":"RRID","value":"RRID:SCR_011560"},{"scheme":"FundRef","value":"501100009375"},{"scheme":"fundref","value":"501100013497"},{"scheme":"GRID","value":"grid.6936.a"},{"scheme":"wikidata","value":"Q157808"},{"scheme":"FundRef","value":"501100013497"},{"scheme":"fundref","value":"501100009375"},{"scheme":"FundRef","value":"501100005713"},{"scheme":"OrgRef","value":"349679"}],"countries":[{"code":"DE","label":"Germany"}],"websiteurl":"https://www.tum.de/en/"},{"legalName":"Ecole Normale Superieure Paris-Saclay","acronym":"Ecole Normale Superieure Paris-Saclay","id":"pending_org_::7e8d1dd0c2cacd2466fd79e514e02fba","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Helmholtz Zentrum München","acronym":"Helmholtz Zentrum München","id":"openorgs____::6f45bbc013f046918821bed02771ab00","pids":[{"scheme":"FundRef","value":"501100013294"},{"scheme":"FundRef","value":"501100013295"},{"scheme":"mag_id","value":"3018134672"},{"scheme":"GRID","value":"grid.4567.0"},{"scheme":"RRID","value":"RRID:SCR_013835"},{"scheme":"fundref","value":"501100013294"},{"scheme":"RRID","value":"RRID:SCR_011282"},{"scheme":"OrgRef","value":"47000413"},{"scheme":"wikidata","value":"Q878592"},{"scheme":"RRID","value":"RRID:nlx_152050"},{"scheme":"ROR","value":"https://ror.org/00cfam450"},{"scheme":"fundref","value":"501100013295"},{"scheme":"ISNI","value":"0000000404832525"},{"scheme":"PIC","value":"999994729"},{"scheme":"Wikidata","value":"Q878592"}],"countries":[{"code":"DE","label":"Germany"}],"websiteurl":"http://www.helmholtz-muenchen.de/en/index.html"},{"legalName":"Karolinska Institute","acronym":"KI","id":"openorgs____::3924dd12780377387bdbb69fb8de8d5c","pids":[{"scheme":"OrgRef","value":"216908"},{"scheme":"OrgReg","value":"SE0007"},{"scheme":"fundref","value":"501100004047"},{"scheme":"GRID","value":"grid.465198.7"},{"scheme":"ROR","value":"https://ror.org/056d84691"},{"scheme":"fundref","value":"501100009741"},{"scheme":"PIC","value":"999978530"},{"scheme":"ISNI","value":"0000000419370626"},{"scheme":"wikidata","value":"Q219564"},{"scheme":"FundRef","value":"501100004047"},{"scheme":"ROR","value":"https://ror.org/04hmgwg30"},{"scheme":"Wikidata","value":"Q219564"},{"scheme":"PIC","value":"893209854"},{"scheme":"FundRef","value":"501100009741"},{"scheme":"mag_id","value":"28166907"},{"scheme":"GRID","value":"grid.4714.6"},{"scheme":"PIC","value":"949694894"}],"countries":[{"code":"SE","label":"Sweden"}],"websiteurl":"http://ki.se/en/startpage"},{"legalName":"Technical University of Munich (TUM)","acronym":"Technical University of Munich (TUM)","id":"pending_org_::9dd178942479ad26449a2128190b1c3c","pids":null,"countries":[{"code":"DE","label":"Germany"}],"websiteurl":null},{"legalName":"TECHNISCHE UNIVERSITAET MUENCHEN","acronym":"TUM","id":"pending_org_::45501e9c377e7f4c0cdd7da4faf71d1d","pids":[{"scheme":"ROR","value":"https://ror.org/02kkvpp62"},{"scheme":"RRID","value":"RRID:nlx_156792"},{"scheme":"PIC","value":"999977463"},{"scheme":"mag_id","value":"62916508"},{"scheme":"RRID","value":"RRID:SCR_011560"}],"countries":[{"code":"DE","label":"Germany"}],"websiteurl":"http://www.tu-muenchen.de"},{"legalName":"ECOLE NORMALE SUPERIEURE PARIS-SACLAY","acronym":"ENS Paris-Saclay","id":"pending_org_::32b00ec5a480ad8b4e24e05bf77f87e8","pids":[{"scheme":"PIC","value":"999849035"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://ens-paris-saclay.fr/"},{"legalName":"Institució Catalana de Recerca i Estudis Avançats","acronym":"ICREA","id":"openorgs____::75ee0ca9c872b64de338ab062382f810","pids":[{"scheme":"OrgRef","value":"47000151"},{"scheme":"fundref","value":"501100003741"},{"scheme":"Wikidata","value":"Q5051216"},{"scheme":"FundRef","value":"501100003741"},{"scheme":"GRID","value":"grid.425902.8"},{"scheme":"ISNI","value":"000000009601989X"},{"scheme":"ROR","value":"https://ror.org/0371hy230"},{"scheme":"wikidata","value":"Q5051216"},{"scheme":"mag_id","value":"11932220"}],"countries":[{"code":"ES","label":"Spain"}],"websiteurl":"https://www.icrea.cat/en"},{"legalName":"ECOLE NORMALE SUPÉRIEURE PARIS-SACLAY","acronym":"ECOLE NORMALE SUPÉRIEURE PARIS-SACLAY","id":"pending_org_::3e70897d8b289943d12201cfa6b903da","pids":[{"scheme":"RNSR","value":"RNSR:202224176M"},{"scheme":"RNSR","value":"RNSR:202023513A"},{"scheme":"RNSR","value":"RNSR:202023521J"},{"scheme":"RNSR","value":"RNSR:199213433R"},{"scheme":"RNSR","value":"RNSR:199812859R"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"ECOLE NORMALE SUPERIEURE PARIS-SACLAY","acronym":"ECOLE NORMALE SUPERIEURE PARIS-SACLAY","id":"pending_org_::d884092aa6574203015a8eb202fb185c","pids":[{"scheme":"RNSR","value":"RNSR:202023513A"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"Ecole Normale Supérieure de Paris-Saclay","acronym":"Ecole Normale Supérieure de Paris-Saclay","id":"pending_org_::413cb7f0756512c6f847393aee5ce7e2","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null},{"legalName":"ECOLE NORMALE SUPERIEURE PARIS-SACLAY","acronym":"ENS Paris-Saclay","id":"pending_org_::c356930c1f95e7ee549bf06fc0436ed6","pids":[{"scheme":"PIC","value":"999849035"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"https://ens-paris-saclay.fr/"},{"legalName":"University of Barcelona (UB)","acronym":"University of Barcelona (UB)","id":"pending_org_::41b446de3a30033977674529b1dbf761","pids":null,"countries":[{"code":"ES","label":"Spain"}],"websiteurl":null},{"legalName":"École Normale Supérieure Paris-Saclay","acronym":"École Normale Supérieure Paris-Saclay","id":"openorgs____::de1779219fc4e17a718ad581613bfacb","pids":[{"scheme":"wikidata","value":"Q273604"},{"scheme":"Wikidata","value":"Q273604"},{"scheme":"GRID","value":"grid.6390.c"},{"scheme":"OrgRef","value":"1352747"},{"scheme":"ROR","value":"https://ror.org/00hx6zz33"},{"scheme":"ISNI","value":"0000000417650915"}],"countries":[{"code":"FR","label":"France"}],"websiteurl":"http://ens-paris-saclay.fr/"},{"legalName":"ECOLE NORMALE SUPERIEURE PARIS-SACLAY","acronym":"ECOLE NORMALE SUPERIEURE PARIS-SACLAY","id":"pending_org_::f4dca53f7270222bb5a8faeabf3ff850","pids":null,"countries":[{"code":"FR","label":"France"}],"websiteurl":null}],"communities":[{"code":"spain","label":"Spanish Research Portal","provenance":null},{"code":"neuroscience","label":"Neuroscience","provenance":null},{"code":"cancer-research","label":"Cancer Research","provenance":null}],"collectedFrom":[{"key":"openaire____::4cb2a3eb94033446c37331f60fad0847","value":"Recolector de Ciencia Abierta, RECOLECTA"},{"key":"opendoar____::1ce927f875864094e3906a4a0b5ece68","value":"Diposit Digital de la Universitat de Barcelona"},{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"},{"key":"opendoar____::7a614fd06c325499f1680b9896beedeb","value":"Research Repository of Catalonia"},{"key":"openaire____::d8b68cc0a53121f6f896883a7d60c1db","value":"DBLP"}],"instances":[{"pids":[{"scheme":"doi","value":"10.1007/978-3-031-77789-9_20"}],"license":"Springer Nature TDM","accessRight":{"code":"c_14cb","label":"CLOSED","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Part of book or chapter of book","urls":["https://doi.org/10.1007/978-3-031-77789-9_20"],"publicationDate":"2025-01-01","refereed":"peerReviewed","hostedBy":{"key":"openaire____::55045bd2a65019fd8e6741a755395c8c","value":"Unknown Repository"},"collectedFrom":{"key":"openaire____::081b82f96300b6a6e3d282bad31cb6e2","value":"Crossref"}},{"pids":[{"scheme":"handle","value":"2445/220327"}],"alternateIdentifiers":[{"scheme":"doi","value":"10.1007/978-3-031-77789-9_20"}],"type":"Conference object","urls":["https://hdl.handle.net/2445/220327"],"publicationDate":"2025-01-01","refereed":"nonPeerReviewed","hostedBy":{"key":"openaire____::4cb2a3eb94033446c37331f60fad0847","value":"Recolector de Ciencia Abierta, RECOLECTA"},"collectedFrom":{"key":"openaire____::4cb2a3eb94033446c37331f60fad0847","value":"Recolector de Ciencia Abierta, RECOLECTA"}},{"alternateIdentifiers":[{"scheme":"doi","value":"10.1007/978-3-031-77789-9_20"}],"type":"Conference object","urls":["https://dblp.org/rec/conf/miccai/GarruchoDOKKDLI24.html","https://doi.org/10.1007/978-3-031-77789-9_20"],"refereed":"nonPeerReviewed","hostedBy":{"key":"openaire____::d8b68cc0a53121f6f896883a7d60c1db","value":"DBLP"},"collectedFrom":{"key":"openaire____::d8b68cc0a53121f6f896883a7d60c1db","value":"DBLP"}},{"pids":[{"scheme":"handle","value":"2445/220327"}],"accessRight":{"code":"c_16ec","label":"RESTRICTED","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Conference object","urls":["https://hdl.handle.net/2445/220327"],"publicationDate":"2025-04-08","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::7a614fd06c325499f1680b9896beedeb","value":"Research Repository of Catalonia"},"collectedFrom":{"key":"opendoar____::7a614fd06c325499f1680b9896beedeb","value":"Research Repository of Catalonia"}},{"pids":[{"scheme":"handle","value":"2445/220327"}],"accessRight":{"code":"c_abf2","label":"OPEN","scheme":"http://vocabularies.coar-repositories.org/documentation/access_rights/","openAccessRoute":null},"type":"Conference object","urls":["https://hdl.handle.net/2445/220327"],"publicationDate":"2025-04-08","refereed":"nonPeerReviewed","hostedBy":{"key":"opendoar____::1ce927f875864094e3906a4a0b5ece68","value":"Diposit Digital de la Universitat de Barcelona"},"collectedFrom":{"key":"opendoar____::1ce927f875864094e3906a4a0b5ece68","value":"Diposit Digital de la Universitat de Barcelona"}}],"links":[{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"corda_____he::b99dd52a74cdca7480c43e03b02ef58d","relatedRecordType":"project","relationProvenance":"iis","trust":"0.897"},"collectedfrom":[{"dsId":"openaire____::3f264f93cf3b0cfc4ede188a6300455c","dsName":"CORDA - COmmon Research DAta Warehouse - Horizon Europe"}],"projectTitle":"International Clinical Validation of Radiomics Artificial Intelligence for Breast Cancer Treatment Planning","code":"101057699","funding":{"funder":{"id":"ec__________::EC","shortname":"EC","name":"European Commission","jurisdiction":{"code":"EU","label":"European Union"},"pid":null},"level0":{"id":"ec__________::EC::HE","description":"Horizon Europe Framework Programme","name":"HE"},"level1":{"id":"ec__________::EC::HE::HORIZON-RIA","description":"HORIZON  Research and Innovation Actions","name":"HORIZON-RIA"},"level2":{"id":null,"description":null,"name":null}},"startDate":"2022-09-01","endDate":"2027-02-28"},{"header":{"relationType":"resultProject","relationClass":"isProducedBy","relatedIdentifier":"corda__h2020::7d386b683cadfaf9aec343d449010b74","relatedRecordType":"project","relationProvenance":"iis","trust":"0.897"},"collectedfrom":[{"dsId":"openaire____::a55eb91348674d853191f4f4fd73d078","dsName":"CORDA - COmmon Research DAta Warehouse - Horizon 2020"}],"projectTitle":"A European Cancer Image Platform Linked to Biological and Health Data for Next-Generation Artificial Intelligence and Precision Medicine in Oncology","code":"952103","funding":{"funder":{"id":"ec__________::EC","shortname":"EC","name":"European Commission","jurisdiction":{"code":"EU","label":"European Union"},"pid":null},"level0":{"id":"ec__________::EC::H2020","description":"Horizon 2020 Framework Programme","name":"H2020"},"level1":{"id":"ec__________::EC::H2020::RIA","description":"Research and Innovation action","name":"RIA"},"level2":{"id":null,"description":null,"name":null}},"startDate":"2020-10-01","endDate":"2025-09-30"}],"otherTitles":null,"green":true,"inDiamondJournal":false,"isGreen":true,"isInDiamondJournal":false}