{"id":"https://openalex.org/W4386350526","doi":"https://doi.org/10.1109/isbi53787.2023.10230333","title":"When to Use Augmentation - Variability Insufficient for Cortical Thickness Estimation Improvement","display_name":"When to Use Augmentation - Variability Insufficient for Cortical Thickness Estimation Improvement","publication_year":2023,"publication_date":"2023-04-18","ids":{"openalex":"https://openalex.org/W4386350526","doi":"https://doi.org/10.1109/isbi53787.2023.10230333"},"language":"en","primary_location":{"id":"doi:10.1109/isbi53787.2023.10230333","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230333","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023579043","display_name":"Filip Rusak","orcid":"https://orcid.org/0000-0001-5615-5245"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]},{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Filip Rusak","raw_affiliation_strings":["Queensland University of Technology,Brisbane,Queensland,Australia","The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","Queensland University of Technology, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"Queensland University of Technology,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]},{"raw_affiliation_string":"Queensland University of Technology, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082533938","display_name":"Rodrigo Santa Cruz","orcid":"https://orcid.org/0000-0002-5273-7296"},"institutions":[{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rodrigo Santa Cruz","raw_affiliation_strings":["The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]},{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027656018","display_name":"Hilda Chourak","orcid":"https://orcid.org/0000-0002-7186-5568"},"institutions":[{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]},{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU","FR"],"is_corresponding":false,"raw_author_name":"Hilda Chourak","raw_affiliation_strings":["The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","University of Rennes, Rennes, France"],"affiliations":[{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]},{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]},{"raw_affiliation_string":"University of Rennes, Rennes, France","institution_ids":["https://openalex.org/I56067802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054697174","display_name":"Elliot Smith","orcid":"https://orcid.org/0000-0002-7638-4499"},"institutions":[{"id":"https://openalex.org/I166097846","display_name":"Maxwell Technologies (United States)","ror":"https://ror.org/00kdez258","country_code":"US","type":"company","lineage":["https://openalex.org/I166097846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elliot Smith","raw_affiliation_strings":["Maxwell Plus,Brisbane,Queensland,Australia","Maxwell Plus, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"Maxwell Plus,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I166097846"]},{"raw_affiliation_string":"Maxwell Plus, Brisbane, Queensland, Australia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023809387","display_name":"J\u00fcrgen Fripp","orcid":"https://orcid.org/0000-0001-9705-0079"},"institutions":[{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jurgen Fripp","raw_affiliation_strings":["The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]},{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034095159","display_name":"Clinton Fookes","orcid":"https://orcid.org/0000-0002-8515-6324"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Clinton Fookes","raw_affiliation_strings":["Queensland University of Technology,Brisbane,Queensland,Australia","Queensland University of Technology, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"Queensland University of Technology,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Queensland University of Technology, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I160993911"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040456565","display_name":"Pierrick Bourgeat","orcid":"https://orcid.org/0000-0002-2605-4766"},"institutions":[{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210142128","display_name":"CSIRO Health and Biosecurity","ror":"https://ror.org/03jh4jw93","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4210142128","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Pierrick Bourgeat","raw_affiliation_strings":["The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]},{"raw_affiliation_string":"The Australian eHealth Research Centre, CSIRO Health and Biosecurity, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I4210142128"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042053820","display_name":"Andrew P. Bradley","orcid":"https://orcid.org/0000-0003-0109-6844"},"institutions":[{"id":"https://openalex.org/I160993911","display_name":"Queensland University of Technology","ror":"https://ror.org/03pnv4752","country_code":"AU","type":"education","lineage":["https://openalex.org/I160993911"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew P. Bradley","raw_affiliation_strings":["Queensland University of Technology,Brisbane,Queensland,Australia","Queensland University of Technology, Brisbane, Queensland, Australia"],"affiliations":[{"raw_affiliation_string":"Queensland University of Technology,Brisbane,Queensland,Australia","institution_ids":["https://openalex.org/I160993911"]},{"raw_affiliation_string":"Queensland University of Technology, Brisbane, Queensland, Australia","institution_ids":["https://openalex.org/I160993911"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5023579043"],"corresponding_institution_ids":["https://openalex.org/I160993911","https://openalex.org/I4210141844","https://openalex.org/I4210142128"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28658934,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9944000244140625,"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.9944000244140625,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9921000003814697,"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/T10816","display_name":"Cerebrovascular and Carotid Artery Diseases","score":0.9851999878883362,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/estimation","display_name":"Estimation","score":0.7510013580322266},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7088804244995117},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6281949281692505},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48265892267227173},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48258817195892334},{"id":"https://openalex.org/keywords/atrophy","display_name":"Atrophy","score":0.43513649702072144},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32911941409111023},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.13692805171012878},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13272306323051453},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11282667517662048}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.7510013580322266},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7088804244995117},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6281949281692505},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48265892267227173},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48258817195892334},{"id":"https://openalex.org/C2781172350","wikidata":"https://www.wikidata.org/wiki/Q194520","display_name":"Atrophy","level":2,"score":0.43513649702072144},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32911941409111023},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.13692805171012878},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13272306323051453},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11282667517662048},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi53787.2023.10230333","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/isbi53787.2023.10230333","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2092229152","https://openalex.org/W2113319997","https://openalex.org/W2113518834","https://openalex.org/W2130686832","https://openalex.org/W2138728868","https://openalex.org/W2161591846","https://openalex.org/W2167840686","https://openalex.org/W2327037637","https://openalex.org/W3049324332","https://openalex.org/W3119458123","https://openalex.org/W3165262398","https://openalex.org/W3201428216","https://openalex.org/W3214379748","https://openalex.org/W4241074797","https://openalex.org/W4292845412","https://openalex.org/W4296963606","https://openalex.org/W6803494062"],"related_works":["https://openalex.org/W2596633740","https://openalex.org/W2055243143","https://openalex.org/W4389342125","https://openalex.org/W77487230","https://openalex.org/W2336905391","https://openalex.org/W2415422155","https://openalex.org/W2576994247","https://openalex.org/W2142032529","https://openalex.org/W2608353378","https://openalex.org/W4233310237"],"abstract_inverted_index":{"Cortical":[0],"thickness":[1],"(CTh)":[2],"is":[3,84,101,116],"an":[4,27,86],"important":[5],"biomarker":[6],"commonly":[7],"estimated":[8],"using":[9],"slow-inference":[10],"software":[11],"packages":[12],"such":[13],"FreeSurfer.":[14],"In":[15,57],"recent":[16],"years":[17],"fast-inference,":[18],"Deep":[19],"Learning":[20],"(DL)-based":[21],"CTh":[22,32,74,92],"estimation":[23,33,75,93],"solutions":[24],"emerged":[25],"as":[26,68],"attractive":[28],"alternative":[29],"to":[30,47],"traditional":[31,40],"methods":[34,94],"but":[35],"achieved":[36],"lower":[37],"accuracy":[38],"than":[39],"methods.":[41,76],"Such":[42],"performance":[43],"can":[44],"be":[45],"attributed":[46],"inadequate":[48],"variability":[49,98,112],"of":[50,64,113],"training":[51,114],"samples":[52,115],"in":[53,99],"anatomy":[54,100],"and":[55],"appearance.":[56],"this":[58],"paper,":[59],"we":[60,106],"investigate":[61],"the":[62,69,96,110],"effectiveness":[63],"uniform":[65,81],"atrophy":[66,82],"simulation":[67,83],"augmentation":[70,88,120],"strategy":[71,89],"for":[72,90],"DL-based":[73,91],"Our":[77],"results":[78],"indicate":[79],"that":[80,108],"not":[85],"effective":[87,119],"since":[95],"introduced":[97],"insufficient.":[102],"As":[103],"a":[104,117],"byproduct,":[105],"observed":[107],"increasing":[109],"appearance":[111],"more":[118],"strategy.":[121]},"counts_by_year":[],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
