{"id":"https://openalex.org/W4409427163","doi":"https://doi.org/10.1109/access.2025.3560395","title":"Data Augmentation Techniques for fMRI Data: A Technical Survey","display_name":"Data Augmentation Techniques for fMRI Data: A Technical Survey","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409427163","doi":"https://doi.org/10.1109/access.2025.3560395"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3560395","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560395","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3560395","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Valentina S\u00e1nchez","orcid":"https://orcid.org/0009-0008-9086-1352"},"institutions":[{"id":"https://openalex.org/I193700539","display_name":"Tilburg University","ror":"https://ror.org/04b8v1s79","country_code":"NL","type":"education","lineage":["https://openalex.org/I193700539"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Valentina S\u00e1nchez","raw_affiliation_strings":["Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands"],"raw_orcid":"https://orcid.org/0009-0008-9086-1352","affiliations":[{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","institution_ids":["https://openalex.org/I193700539"]},{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands","institution_ids":["https://openalex.org/I193700539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082493210","display_name":"\u00c7\u00ed\u00e7ek G\u00fcven","orcid":"https://orcid.org/0000-0002-1939-8325"},"institutions":[{"id":"https://openalex.org/I193700539","display_name":"Tilburg University","ror":"https://ror.org/04b8v1s79","country_code":"NL","type":"education","lineage":["https://openalex.org/I193700539"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"\u00c7i\u00e7ek G\u00fcven","raw_affiliation_strings":["Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-1939-8325","affiliations":[{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","institution_ids":["https://openalex.org/I193700539"]},{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands","institution_ids":["https://openalex.org/I193700539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036962111","display_name":"Gonzalo N\u00e1poles","orcid":"https://orcid.org/0000-0003-1936-3701"},"institutions":[{"id":"https://openalex.org/I193700539","display_name":"Tilburg University","ror":"https://ror.org/04b8v1s79","country_code":"NL","type":"education","lineage":["https://openalex.org/I193700539"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Gonzalo N\u00e1poles","raw_affiliation_strings":["Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-1936-3701","affiliations":[{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","institution_ids":["https://openalex.org/I193700539"]},{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands","institution_ids":["https://openalex.org/I193700539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012588217","display_name":"Marie Postma","orcid":"https://orcid.org/0000-0001-8082-4883"},"institutions":[{"id":"https://openalex.org/I193700539","display_name":"Tilburg University","ror":"https://ror.org/04b8v1s79","country_code":"NL","type":"education","lineage":["https://openalex.org/I193700539"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Marie \u0160af\u00e1\u0159 Postma","raw_affiliation_strings":["Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, The Netherlands","institution_ids":["https://openalex.org/I193700539"]},{"raw_affiliation_string":"Department of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, AB Netherlands","institution_ids":["https://openalex.org/I193700539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I193700539"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.0535,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.96164183,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"66529","last_page":"66556"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9609000086784363,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.9609000086784363,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9502000212669373,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7061209678649902},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3437862992286682}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7061209678649902},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3437862992286682}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3560395","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560395","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:tilburguniversity.edu:openaire/91b88871-4bdc-40d5-b663-49e2a6405c05","is_oa":true,"landing_page_url":"https://research.tilburguniversity.edu/en/publications/91b88871-4bdc-40d5-b663-49e2a6405c05","pdf_url":null,"source":{"id":"https://openalex.org/S4406923027","display_name":"Tilburg University Research Portal","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sanchez Melchor, V, G\u00fcven, \u00c7, Postma, M & N\u00e1poles, G 2025, 'Data Augmentation Techniques for fMRI Data : A Technical Survey', Ieee access, vol. 13, pp. 66529-66556. https://doi.org/10.1109/ACCESS.2025.3560395","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:1360a02a42ee4960aded84c378a88f7b","is_oa":true,"landing_page_url":"https://doaj.org/article/1360a02a42ee4960aded84c378a88f7b","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":"IEEE Access, Vol 13, Pp 66529-66556 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3560395","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3560395","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,142],"application":[1],"of":[2,31,46,80,149,167,204],"machine":[3,184],"learning":[4,185],"to":[5,157,173,198],"fMRI":[6,33,67,100],"data":[7,86,101],"classification,":[8],"prediction,":[9],"and":[10,44,75,96,105,118,122,138,162,194,202],"analysis":[11,148],"tasks":[12],"has":[13,23],"experienced":[14],"rapid":[15],"growth":[16],"in":[17,159,189],"recent":[18],"years.":[19],"However,":[20],"its":[21],"implementation":[22],"been":[24],"limited":[25],"by":[26],"the":[27,42,47,61,135,200],"relatively":[28],"small":[29],"size":[30,43],"labeled":[32],"datasets.":[34],"Data":[35],"augmentation,":[36,113,115,117],"a":[37,91,131,146,164,176],"technique":[38],"that":[39],"artificially":[40],"increases":[41],"diversity":[45],"training":[48],"dataset,":[49],"can":[50],"help":[51],"mitigate":[52],"this":[53,56],"issue.":[54],"In":[55],"technical":[57,136],"survey,":[58],"we":[59,83,129],"outline":[60],"main":[62,127],"existing":[63],"techniques":[64,193],"for":[65,94,108,179],"augmenting":[66],"data,":[68],"primarily":[69],"represented":[70],"as":[71,175],"image,":[72],"time":[73],"series,":[74],"graph":[76,116],"data.":[77],"For":[78,125],"each":[79,109,126],"these":[81,98],"representations,":[82],"explore":[84],"specific":[85],"augmentation":[87,102,192],"methods.":[88],"We":[89],"provide":[90,139],"structured":[92],"framework":[93],"understanding":[95],"comparing":[97],"principal":[99],"techniques.We":[103],"define":[104],"summarize":[106],"examples":[107],"category,":[110],"including":[111],"image":[112],"time-series":[114],"additionally":[119],"cover":[120],"simulation":[121],"modeling":[123],"approaches.":[124],"technique,":[128],"offer":[130],"general":[132],"definition,":[133],"discuss":[134],"details,":[137],"schematic":[140],"illustrations.":[141],"final":[143],"section":[144],"provides":[145],"critical":[147],"all":[150,168],"methods,":[151],"offering":[152],"recommendations":[153],"on":[154,182],"which":[155],"methods":[156],"use":[158],"different":[160],"scenarios,":[161],"includes":[163],"comparative":[165],"table":[166],"techniques.":[169],"This":[170],"survey":[171],"aims":[172],"serve":[174],"valuable":[177],"resource":[178],"researchers":[180],"working":[181],"fMRI-based":[183],"applications,":[186],"guiding":[187],"them":[188],"selecting":[190],"appropriate":[191],"inspiring":[195],"novel":[196],"approaches":[197],"enhance":[199],"performance":[201],"generalizability":[203],"their":[205],"models.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-09T13:55:54.758798","created_date":"2025-10-10T00:00:00"}
