{"id":"https://openalex.org/W7165642222","doi":"https://doi.org/10.1016/j.neuroimage.2026.122074","title":"MindGrab: A spectrally-motivated architecture for accessible deep learning in neuroimaging","display_name":"MindGrab: A spectrally-motivated architecture for accessible deep learning in neuroimaging","publication_year":2026,"publication_date":"2026-06-23","ids":{"openalex":"https://openalex.org/W7165642222","doi":"https://doi.org/10.1016/j.neuroimage.2026.122074","pmid":"https://pubmed.ncbi.nlm.nih.gov/42331200"},"language":"en","primary_location":{"id":"doi:10.1016/j.neuroimage.2026.122074","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2026.122074","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":true,"is_in_doaj":true,"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":"NeuroImage","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.neuroimage.2026.122074","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119950552","display_name":"Armina Fani","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Armina Fani","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA. Electronic address: arminafani3250@gmail.com"],"raw_orcid":"https://orcid.org/0009-0007-7340-1701","affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA. Electronic address: arminafani3250@gmail.com","institution_ids":["https://openalex.org/I4210133909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134793420","display_name":"Mike Doan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mike Doan","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA"],"raw_orcid":"https://orcid.org/0009-0008-0703-8585","affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA","institution_ids":["https://openalex.org/I4210133909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119950553","display_name":"Isabelle Le","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Isabelle Le","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA","institution_ids":["https://openalex.org/I4210133909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059928810","display_name":"Alex Fedorov","orcid":"https://orcid.org/0000-0002-0350-9449"},"institutions":[{"id":"https://openalex.org/I150468666","display_name":"Emory University","ror":"https://ror.org/03czfpz43","country_code":"US","type":"education","lineage":["https://openalex.org/I150468666"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alex Fedorov","raw_affiliation_strings":["Emory University, 201 Dowman Dr, Atlanta, GA, 30322, USA"],"raw_orcid":"https://orcid.org/0000-0002-0350-9449","affiliations":[{"raw_affiliation_string":"Emory University, 201 Dowman Dr, Atlanta, GA, 30322, USA","institution_ids":["https://openalex.org/I150468666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101559837","display_name":"Malte Hoffmann","orcid":"https://orcid.org/0000-0002-5511-0739"},"institutions":[{"id":"https://openalex.org/I2801851002","display_name":"Harvard University Press","ror":"https://ror.org/006v7bf86","country_code":"US","type":"other","lineage":["https://openalex.org/I136199984","https://openalex.org/I2801851002"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Malte Hoffmann","raw_affiliation_strings":["Harvard University, Massachusetts Hall, Cambridge, MA, 02138, USA"],"raw_orcid":"https://orcid.org/0000-0002-5511-0739","affiliations":[{"raw_affiliation_string":"Harvard University, Massachusetts Hall, Cambridge, MA, 02138, USA","institution_ids":["https://openalex.org/I2801851002"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122045683","display_name":"Chris Rorden","orcid":null},"institutions":[{"id":"https://openalex.org/I155781252","display_name":"University of South Carolina","ror":"https://ror.org/02b6qw903","country_code":"US","type":"education","lineage":["https://openalex.org/I155781252"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chris Rorden","raw_affiliation_strings":["University of South Carolina, 1501 Pendleton St, Columbia, SC, 29208, USA"],"raw_orcid":"https://orcid.org/0000-0002-7554-6142","affiliations":[{"raw_affiliation_string":"University of South Carolina, 1501 Pendleton St, Columbia, SC, 29208, USA","institution_ids":["https://openalex.org/I155781252"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5133833027","display_name":"Sergey Plis","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133909","display_name":"Center for Translational Research in Neuroimaging and Data Science","ror":"https://ror.org/02qx6zf82","country_code":"US","type":"facility","lineage":["https://openalex.org/I130701444","https://openalex.org/I150468666","https://openalex.org/I181565077","https://openalex.org/I4210133909"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sergey Plis","raw_affiliation_strings":["Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA. Electronic address: s.m.plis@gmail.com"],"raw_orcid":"https://orcid.org/0000-0003-0040-0365","affiliations":[{"raw_affiliation_string":"Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State University, Georgia Institute of Technology, Emory University, 55 Park Pl NE, Atlanta, GA, 30303, USA. Electronic address: s.m.plis@gmail.com","institution_ids":["https://openalex.org/I4210133909"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5119950552"],"corresponding_institution_ids":["https://openalex.org/I4210133909"],"apc_list":{"value":3450,"currency":"USD","value_usd":3450},"apc_paid":{"value":3450,"currency":"USD","value_usd":3450},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67433176,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"338","issue":null,"first_page":"122074","last_page":"122074"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.10740000009536743,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.10740000009536743,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.09529999643564224,"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/T10241","display_name":"Functional Brain Connectivity Studies","score":0.05559999868273735,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8118000030517578},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.697700023651123},{"id":"https://openalex.org/keywords/memory-footprint","display_name":"Memory footprint","score":0.6729000210762024},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.6251999735832214},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.565500020980835},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5346999764442444}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8118000030517578},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8027999997138977},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.697700023651123},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6876000165939331},{"id":"https://openalex.org/C74912251","wikidata":"https://www.wikidata.org/wiki/Q6815727","display_name":"Memory footprint","level":2,"score":0.6729000210762024},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.6251999735832214},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.565500020980835},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5346999764442444},{"id":"https://openalex.org/C132943942","wikidata":"https://www.wikidata.org/wiki/Q2562511","display_name":"Footprint","level":2,"score":0.4832000136375427},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4318999946117401},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.3783000111579895},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.364300012588501},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.3310000002384186},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.30329999327659607},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.29350000619888306},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2655999958515167},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.26429998874664307}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098415","descriptor_name":"Convolutional Neural Networks","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D059906","descriptor_name":"Neuroimaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1016/j.neuroimage.2026.122074","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2026.122074","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":true,"is_in_doaj":true,"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":"NeuroImage","raw_type":"journal-article"},{"id":"pmid:42331200","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42331200","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"NeuroImage","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:8ef6823fdf884930959039f64ca8beff","is_oa":false,"landing_page_url":"https://doaj.org/article/8ef6823fdf884930959039f64ca8beff","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"NeuroImage, Vol 338, Iss , Pp 122074- (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.neuroimage.2026.122074","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.neuroimage.2026.122074","pdf_url":null,"source":{"id":"https://openalex.org/S103225281","display_name":"NeuroImage","issn_l":"1053-8119","issn":["1053-8119","1095-9572"],"is_oa":true,"is_in_doaj":true,"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":"NeuroImage","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"},{"id":"https://openalex.org/F4320337352","display_name":"National Institute on Deafness and Other Communication Disorders","ror":"https://ror.org/04mhx6838"},{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1983208069","https://openalex.org/W1992288515","https://openalex.org/W2024729467","https://openalex.org/W2039570780","https://openalex.org/W2071881327","https://openalex.org/W2083927153","https://openalex.org/W2145661921","https://openalex.org/W2150134853","https://openalex.org/W2151103935","https://openalex.org/W2164889194","https://openalex.org/W2517148812","https://openalex.org/W2893411620","https://openalex.org/W3033511014","https://openalex.org/W3034190502","https://openalex.org/W3128593564","https://openalex.org/W3200899509","https://openalex.org/W3203440541","https://openalex.org/W4285097303","https://openalex.org/W4321760728","https://openalex.org/W4390670951","https://openalex.org/W4402271248","https://openalex.org/W4405600539"],"related_works":[],"abstract_inverted_index":{"Deployment":[0],"complexity":[1],"and":[2,46,59,69,109],"specialized":[3],"hardware":[4],"requirements":[5],"hinder":[6],"the":[7,28,51,97],"adoption":[8],"of":[9,43],"deep":[10],"learning":[11],"models":[12],"in":[13,86],"neuroimaging.":[14],"We":[15],"present":[16],"MindGrab,":[17],"a":[18,40,102,110],"lightweight,":[19],"fully":[20],"convolutional":[21],"model":[22],"for":[23,82],"volumetric":[24],"skull":[25],"stripping":[26],"across":[27,57],"evaluated":[29],"imaging":[30],"modalities.":[31],"MindGrab's":[32],"architecture":[33],"is":[34,94],"designed":[35],"from":[36],"first":[37],"principles":[38],"using":[39],"spectral":[41],"interpretation":[42],"dilated":[44],"convolutions,":[45],"demonstrates":[47],"state-of-the-art":[48,125],"performance":[49],"on":[50],"tested":[52],"benchmarks":[53],"(mean":[54],"Dice":[55],"score":[56],"datasets":[58],"modalities:":[60],"95.9":[61],"\u00b1":[62],"1.6),":[63],"with":[64],"up":[65],"to":[66,75],"40-fold":[67],"speedups":[68],"substantially":[70],"lower":[71],"memory":[72],"demands":[73],"compared":[74],"established":[76],"methods.":[77],"Its":[78],"minimal":[79],"footprint":[80],"allows":[81],"fast,":[83],"full-volume":[84],"processing":[85],"resource-constrained":[87],"environments,":[88],"including":[89],"direct":[90],"in-browser":[91],"execution.":[92],"MindGrab":[93,123],"delivered":[95],"via":[96],"BrainChop":[98],"platform":[99],"as":[100],"both":[101],"simple":[103],"command-line":[104],"tool":[105],"(pip":[106],"install":[107],"brainchop)":[108],"zero-installation":[111],"web":[112],"application":[113],"(brainchop.org).":[114],"By":[115],"removing":[116],"traditional":[117],"deployment":[118],"barriers":[119],"without":[120],"sacrificing":[121],"accuracy,":[122],"makes":[124],"neuroimaging":[126],"analysis":[127],"broadly":[128],"accessible.":[129]},"counts_by_year":[],"updated_date":"2026-08-08T01:25:22.217667","created_date":"2026-06-24T00:00:00"}
