{"id":"https://openalex.org/W7134168498","doi":"https://doi.org/10.1016/j.patrec.2026.02.030","title":"Preprocessing strategies and their influence on deep learning-driven MRI segmentation","display_name":"Preprocessing strategies and their influence on deep learning-driven MRI segmentation","publication_year":2026,"publication_date":"2026-03-08","ids":{"openalex":"https://openalex.org/W7134168498","doi":"https://doi.org/10.1016/j.patrec.2026.02.030"},"language":"en","primary_location":{"id":"doi:10.1016/j.patrec.2026.02.030","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.patrec.2026.02.030","pdf_url":null,"source":{"id":"https://openalex.org/S151820558","display_name":"Pattern Recognition Letters","issn_l":"0167-8655","issn":["0167-8655","1872-7344"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.patrec.2026.02.030","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069318849","display_name":"Ariadna Jim\u00e9nez\u2010Partinen","orcid":"https://orcid.org/0000-0002-4668-2946"},"institutions":[{"id":"https://openalex.org/I4210149999","display_name":"Andalusian Centre for Nanomedicine and Biotechnology","ror":"https://ror.org/04enqja79","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210149999"]},{"id":"https://openalex.org/I4210164724","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga","ror":"https://ror.org/05n3asa33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210164724"]},{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ariadna Jim\u00e9nez-Partinen","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain"],"raw_orcid":"https://orcid.org/0000-0002-4668-2946","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","institution_ids":["https://openalex.org/I82767444"]},{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain","institution_ids":["https://openalex.org/I4210149999","https://openalex.org/I4210164724"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091243468","display_name":"Ezequiel L\u00f3pez\u2010Rubio","orcid":"https://orcid.org/0000-0001-8231-5687"},"institutions":[{"id":"https://openalex.org/I4210149999","display_name":"Andalusian Centre for Nanomedicine and Biotechnology","ror":"https://ror.org/04enqja79","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210149999"]},{"id":"https://openalex.org/I4210164724","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga","ror":"https://ror.org/05n3asa33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210164724"]},{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ezequiel L\u00f3pez-Rubio","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8231-5687","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","institution_ids":["https://openalex.org/I82767444"]},{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain","institution_ids":["https://openalex.org/I4210149999","https://openalex.org/I4210164724"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074588183","display_name":"F\u00e1tima Nagib-Raya","orcid":null},"institutions":[{"id":"https://openalex.org/I4210108548","display_name":"Hospital Regional Universitario de M\u00e1laga","ror":"https://ror.org/01mqsmm97","country_code":"ES","type":"healthcare","lineage":["https://openalex.org/I4210108548"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"F\u00e1tima Nagib-Raya","raw_affiliation_strings":["Department of Radiology, Hospital Regional Universitario de M\u00e1laga, Avenida de Carlos Haya, 84, M\u00e1laga, 29010, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3796-8093","affiliations":[{"raw_affiliation_string":"Department of Radiology, Hospital Regional Universitario de M\u00e1laga, Avenida de Carlos Haya, 84, M\u00e1laga, 29010, Spain","institution_ids":["https://openalex.org/I4210108548"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124850828","display_name":"Esteban  Jos\u00e9 Palomo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149999","display_name":"Andalusian Centre for Nanomedicine and Biotechnology","ror":"https://ror.org/04enqja79","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210149999"]},{"id":"https://openalex.org/I4210164724","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga","ror":"https://ror.org/05n3asa33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210164724"]},{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Esteban J. Palomo","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain"],"raw_orcid":"https://orcid.org/0000-0002-8547-9393","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","institution_ids":["https://openalex.org/I82767444"]},{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain","institution_ids":["https://openalex.org/I4210149999","https://openalex.org/I4210164724"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121142188","display_name":"Rafael Marcos Luque-Baena","orcid":null},"institutions":[{"id":"https://openalex.org/I4210149999","display_name":"Andalusian Centre for Nanomedicine and Biotechnology","ror":"https://ror.org/04enqja79","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210149999"]},{"id":"https://openalex.org/I4210164724","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga","ror":"https://ror.org/05n3asa33","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210164724"]},{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rafael M. Luque-Baena","raw_affiliation_strings":["ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain"],"raw_orcid":"https://orcid.org/0000-0001-5536-1805","affiliations":[{"raw_affiliation_string":"ITIS Software, University of M\u00e1laga, M\u00e1laga, 29071, Spain","institution_ids":["https://openalex.org/I82767444"]},{"raw_affiliation_string":"Instituto de Investigaci\u00f3n Biom\u00e9dica de M\u00e1laga y Plataforma en Nanomedicina-IBIMA Plataforma BIONAND, M\u00e1laga TechPark, 29590, Spain","institution_ids":["https://openalex.org/I4210149999","https://openalex.org/I4210164724"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5124850828"],"corresponding_institution_ids":["https://openalex.org/I4210149999","https://openalex.org/I4210164724","https://openalex.org/I82767444"],"apc_list":{"value":2270,"currency":"USD","value_usd":2270},"apc_paid":{"value":2270,"currency":"USD","value_usd":2270},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27949782,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"203","issue":null,"first_page":"111","last_page":"118"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.27730000019073486,"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":0.27730000019073486,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.061000000685453415,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.04569999873638153,"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/preprocessor","display_name":"Preprocessor","score":0.7050999999046326},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6647999882698059},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6234999895095825},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.41819998621940613},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3743000030517578},{"id":"https://openalex.org/keywords/scale-space-segmentation","display_name":"Scale-space segmentation","score":0.3352999985218048}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8036999702453613},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.7050999999046326},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6858000159263611},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6647999882698059},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6234999895095825},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5378000140190125},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.41819998621940613},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3743000030517578},{"id":"https://openalex.org/C65885262","wikidata":"https://www.wikidata.org/wiki/Q7429708","display_name":"Scale-space segmentation","level":4,"score":0.3352999985218048},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.patrec.2026.02.030","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.patrec.2026.02.030","pdf_url":null,"source":{"id":"https://openalex.org/S151820558","display_name":"Pattern Recognition Letters","issn_l":"0167-8655","issn":["0167-8655","1872-7344"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition Letters","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.patrec.2026.02.030","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.patrec.2026.02.030","pdf_url":null,"source":{"id":"https://openalex.org/S151820558","display_name":"Pattern Recognition Letters","issn_l":"0167-8655","issn":["0167-8655","1872-7344"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Pattern Recognition Letters","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W2044197183","https://openalex.org/W2057430952","https://openalex.org/W2117340355","https://openalex.org/W2162978315","https://openalex.org/W2768274329","https://openalex.org/W2906297754","https://openalex.org/W3014974815","https://openalex.org/W3158596096","https://openalex.org/W4225990611","https://openalex.org/W4282964556","https://openalex.org/W4288708085","https://openalex.org/W4312795220","https://openalex.org/W4319443935","https://openalex.org/W4324082034","https://openalex.org/W4384923855","https://openalex.org/W4391814741","https://openalex.org/W4400676999","https://openalex.org/W4400823826","https://openalex.org/W4402477059","https://openalex.org/W4405285140","https://openalex.org/W4406195073","https://openalex.org/W4406852466","https://openalex.org/W4407252077","https://openalex.org/W4407902130","https://openalex.org/W4408327452","https://openalex.org/W4409365129","https://openalex.org/W4410300736","https://openalex.org/W4410920378"],"related_works":[],"abstract_inverted_index":{"\u2022":[0,19,36,63,86],"In-depth":[1],"study":[2],"of":[3,6,23,43,46,109,112,172,214],"the":[4,41,44,95,100,110,169,176,183,204],"impact":[5,111],"intensity":[7,25,113,173,184,209],"value":[8,114],"regularization":[9,26,115,174,185],"on":[10,40,117],"3D":[11,118],"MRI":[12,84,119],"segmentation":[13,120],"methods:":[14],"nnU-Net,":[15],"WNet,":[16],"and":[17,60,78,82,98,128,147,150,156,193,241,246,256],"Primus.":[18],"A":[20],"broad":[21],"range":[22],"five":[24],"approaches":[27],"used":[28],"in":[29,48,175,188,248],"deep":[30,49],"learning":[31,50],"literature":[32],"has":[33,261],"been":[34,262],"included.":[35],"The":[37,132,164,178],"analysis":[38,90,108,166],"focuses":[39],"influence":[42],"number":[45],"channels":[47],"architectures,":[51],"specifically":[52],"structural":[53],"elements":[54,221],"like":[55],"Convolutional":[56],"Neural":[57],"Networks,":[58],"Transformers,":[59],"hybrid":[61],"models.":[62],"Comprehensive":[64],"dataset":[65],"compendium:":[66],"three":[67,122,137],"relevant":[68],"open-access":[69],"neurological":[70,123],"disorders":[71],"datasets":[72],"were":[73,134],"considered:":[74],"glioblastoma,":[75,125],"multiple":[76,126],"sclerosis,":[77,127],"epilepsy,":[79,129],"using":[80],"T1":[81],"FLAIR":[83,155],"sequences.":[85],"An":[87],"exhaustive":[88],"statistical":[89,165],"was":[91],"conducted":[92,135,167],"to":[93,197,225,244],"evaluate":[94],"reported":[96],"results":[97,179],"support":[99],"findings":[101],"thoroughly.":[102],"In":[103],"this":[104,189],"work,":[105],"a":[106,254],"comprehensive":[107],"methods":[116,186,218],"for":[121],"disorders:":[124],"is":[130,203],"presented.":[131],"experiments":[133],"through":[136],"architectures:":[138],"nnU-Net":[139,202,245],"(convolutional":[140],"neural":[141],"network),":[142],"WNet":[143,228,247],"(hybrid":[144],"combining":[145],"convolutional":[146],"transformer":[148],"elements),":[149],"Primus":[151,236],"(transformer-based),":[152],"considering":[153],"both":[154],"T1-weighted":[157],"images,":[158],"as":[159,161],"well":[160],"FLAIR-only":[162],"scenarios.":[163],"underscores":[168],"crucial":[170],"role":[171],"performance.":[177],"indicate":[180],"that":[181,264],"among":[182],"tested":[187],"study,":[190],"KDE,":[191],"White-stripe,":[192],"Z-score":[194],"standardizations":[195],"proved":[196],"be":[198,238],"particularly":[199],"effective.":[200],"Furthermore,":[201],"most":[205,249],"robust":[206],"architecture":[207],"against":[208],"variability,":[210],"with":[211],"small":[212],"improvements":[213],"around":[215,233],"3%.":[216],"Meanwhile,":[217],"incorporating":[219],"TF":[220],"are":[222],"more":[223],"sensitive":[224],"these":[226],"variations.":[227],"demonstrates":[229],"slightly":[230],"greater":[231],"gains,":[232],"6%.":[234],"While":[235],"can":[237],"less":[239],"stable":[240],"underperform":[242],"compared":[243],"cases;":[250],"nonetheless,":[251],"it":[252,260],"remains":[253],"promising":[255],"competitive":[257],"option.":[258],"Additionally,":[259],"demonstrated":[263],"adding":[265],"an":[266],"extra":[267],"channel":[268],"does":[269],"not":[270],"necessarily":[271],"guarantee":[272],"improved":[273],"performance,":[274],"while":[275],"also":[276],"increasing":[277],"computational":[278],"cost.":[279]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-03-09T00:00:00"}
