{"id":"https://openalex.org/W2738456752","doi":"https://doi.org/10.1109/prni.2017.7981506","title":"Automatic 1D convolutional neural network-based detection of artifacts in MEG acquired without electrooculography or electrocardiography","display_name":"Automatic 1D convolutional neural network-based detection of artifacts in MEG acquired without electrooculography or electrocardiography","publication_year":2017,"publication_date":"2017-06-01","ids":{"openalex":"https://openalex.org/W2738456752","doi":"https://doi.org/10.1109/prni.2017.7981506","mag":"2738456752","pmid":"https://pubmed.ncbi.nlm.nih.gov/31656826"},"language":"en","primary_location":{"id":"doi:10.1109/prni.2017.7981506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/prni.2017.7981506","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Workshop on Pattern Recognition in Neuroimaging (PRNI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6814172","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063823525","display_name":"Prabhat Garg","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Prabhat Garg","raw_affiliation_strings":["UT Southwestern Medical Center, Dallas, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Southwestern Medical Center, Dallas, Texas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043001042","display_name":"Elizabeth M. Davenport","orcid":"https://orcid.org/0000-0002-8765-6584"},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth Davenport","raw_affiliation_strings":["UT Southwestern Medical Center, Dallas, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Southwestern Medical Center, Dallas, Texas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011198151","display_name":"Gowtham Krishnan Murugesan","orcid":"https://orcid.org/0000-0002-2160-6648"},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gowtham Murugesan","raw_affiliation_strings":["UT Southwestern Medical Center, Dallas, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Southwestern Medical Center, Dallas, Texas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114140554","display_name":"Ben Wagner","orcid":null},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ben Wagner","raw_affiliation_strings":["UT Southwestern Medical Center, Dallas, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Southwestern Medical Center, Dallas, Texas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000092822","display_name":"Christopher T. Whitlow","orcid":"https://orcid.org/0000-0003-2392-8293"},"institutions":[{"id":"https://openalex.org/I47251452","display_name":"Wake Forest University","ror":"https://ror.org/0207ad724","country_code":"US","type":"education","lineage":["https://openalex.org/I47251452"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christopher Whitlow","raw_affiliation_strings":["Wake Forest School of Medicine, Winston-Salem, NC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wake Forest School of Medicine, Winston-Salem, NC, USA","institution_ids":["https://openalex.org/I47251452"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084410531","display_name":"Joseph A. Maldjian","orcid":"https://orcid.org/0000-0002-6384-1072"},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Maldjian","raw_affiliation_strings":["UT Southwestern Medical Center, Dallas, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Southwestern Medical Center, Dallas, Texas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068432327","display_name":"Albert Montillo","orcid":"https://orcid.org/0000-0002-4353-290X"},"institutions":[{"id":"https://openalex.org/I4210096815","display_name":"Southwestern Medical Center","ror":"https://ror.org/00t9vx427","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210096815"]},{"id":"https://openalex.org/I4388891891","display_name":"Southwestern Medical Center","ror":"https://ror.org/05d80e146","country_code":null,"type":"healthcare","lineage":["https://openalex.org/I4388891891"]},{"id":"https://openalex.org/I867280407","display_name":"The University of Texas Southwestern Medical Center","ror":"https://ror.org/05byvp690","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I867280407"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Albert Montillo","raw_affiliation_strings":["UT Southwestern Medical Center, Dallas, Texas, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UT Southwestern Medical Center, Dallas, Texas, USA","institution_ids":["https://openalex.org/I867280407","https://openalex.org/I4210096815","https://openalex.org/I4388891891"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1971,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.78105891,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2017","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9987000226974487,"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/electrooculography","display_name":"Electrooculography","score":0.7560902833938599},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.689706563949585},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6538557410240173},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6393244862556458},{"id":"https://openalex.org/keywords/magnetoencephalography","display_name":"Magnetoencephalography","score":0.6234691143035889},{"id":"https://openalex.org/keywords/electrocardiography","display_name":"Electrocardiography","score":0.4797062277793884},{"id":"https://openalex.org/keywords/magnetocardiography","display_name":"Magnetocardiography","score":0.46781063079833984},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.46026474237442017},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.4281378984451294},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.4186927378177643},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3401103615760803},{"id":"https://openalex.org/keywords/eye-movement","display_name":"Eye movement","score":0.2902390956878662},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17417654395103455},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09929215908050537},{"id":"https://openalex.org/keywords/cardiology","display_name":"Cardiology","score":0.07900479435920715},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.07296359539031982}],"concepts":[{"id":"https://openalex.org/C2778681526","wikidata":"https://www.wikidata.org/wiki/Q420647","display_name":"Electrooculography","level":3,"score":0.7560902833938599},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.689706563949585},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6538557410240173},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6393244862556458},{"id":"https://openalex.org/C556910895","wikidata":"https://www.wikidata.org/wiki/Q384188","display_name":"Magnetoencephalography","level":3,"score":0.6234691143035889},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.4797062277793884},{"id":"https://openalex.org/C2778475581","wikidata":"https://www.wikidata.org/wiki/Q1884389","display_name":"Magnetocardiography","level":2,"score":0.46781063079833984},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.46026474237442017},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.4281378984451294},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.4186927378177643},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3401103615760803},{"id":"https://openalex.org/C153050134","wikidata":"https://www.wikidata.org/wiki/Q760256","display_name":"Eye movement","level":2,"score":0.2902390956878662},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17417654395103455},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09929215908050537},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.07900479435920715},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.07296359539031982}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/prni.2017.7981506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/prni.2017.7981506","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Workshop on Pattern Recognition in Neuroimaging (PRNI)","raw_type":"proceedings-article"},{"id":"pmid:31656826","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31656826","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":"... International Workshop on Pattern Recognition in NeuroImaging. International Workshop on Pattern Recognition in NeuroImaging","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:6814172","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6814172","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int Workshop Pattern Recognit Neuroimaging","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:6814172","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/6814172","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Int Workshop Pattern Recognit Neuroimaging","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W602250485","https://openalex.org/W1973275441","https://openalex.org/W1973656456","https://openalex.org/W1995902560","https://openalex.org/W2014502281","https://openalex.org/W2014981456","https://openalex.org/W2016453624","https://openalex.org/W2036212256","https://openalex.org/W2108384452","https://openalex.org/W2117539524","https://openalex.org/W2119656999","https://openalex.org/W2122014760","https://openalex.org/W2135707684","https://openalex.org/W3102564565","https://openalex.org/W6654157147"],"related_works":["https://openalex.org/W2433170137","https://openalex.org/W2027530637","https://openalex.org/W2103911201","https://openalex.org/W3141790432","https://openalex.org/W126271258","https://openalex.org/W2083028888","https://openalex.org/W2035217877","https://openalex.org/W2086101133","https://openalex.org/W45579533","https://openalex.org/W2470022086"],"abstract_inverted_index":{"Magnetoencephalography":[0],"(MEG)":[1],"is":[2],"a":[3,107,120,126,179,193],"functional":[4],"neuroimaging":[5],"tool":[6],"that":[7],"records":[8],"the":[9,24,35,135,142,186,216],"magnetic":[10],"fields":[11],"induced":[12],"by":[13,46],"electrical":[14],"neuronal":[15,94],"activity;":[16],"however,":[17],"signal":[18],"from":[19,75,172],"non-neuronal":[20,40],"sources":[21],"can":[22,43,214],"corrupt":[23],"data.":[25],"Eye-Blinks":[26],"(EB)":[27],"and":[28,55,70,78,86,119,145,154,160,182,197,210,213],"Cardiac":[29],"Activity":[30],"(CA)":[31],"are":[32,102],"two":[33],"of":[34,39,164,195,199],"most":[36],"common":[37],"types":[38],"artifacts.":[41],"They":[42],"be":[44],"measured":[45],"affixing":[47],"eye":[48],"proximal":[49],"electrodes,":[50,57],"as":[51,58,125],"in":[52,59,150],"electrooculography":[53],"(EOG)":[54],"chest":[56],"electrocardiography":[60],"(EKG),":[61],"however":[62],"this":[63],"complicates":[64],"imaging":[65],"setup,":[66],"decreases":[67],"patient":[68],"comfort,":[69],"often":[71],"induces":[72],"further":[73],"artifacts":[74],"facial":[76],"twitching":[77],"postural":[79],"muscle":[80],"movement.":[81],"We":[82,158],"propose":[83],"an":[84],"EOG-":[85],"EKG-free":[87],"approach":[88,112],"to":[89,138,146],"identify":[90],"eye-blink,":[91],"cardiac,":[92],"or":[93,220],"signals":[95],"for":[96,156,207,218],"automated":[97,204],"artifact":[98],"suppression.":[99],"Our":[100,175,189],"contributions":[101],"two-fold.":[103],"First,":[104],"we":[105,133],"combine":[106],"data":[108,171],"driven,":[109],"multivariate":[110],"decomposition":[111],"based":[113],"on":[114,167,185],"Independent":[115],"Component":[116],"Analysis":[117],"(ICA)":[118],"highly":[121],"accurate":[122],"classifier":[123],"constructed":[124],"deep":[127],"1-D":[128],"Convolutional":[129],"Neural":[130],"Network.":[131],"Second,":[132],"visualize":[134],"features":[136,141],"learned":[137],"reveal":[139],"what":[140],"model":[143,177,191],"uses":[144],"bolster":[147],"user":[148],"confidence":[149],"our":[151,165],"model's":[152],"training":[153],"potential":[155],"generalization.":[157],"train":[159],"test":[161],"three":[162],"variants":[163],"method":[166],"resting":[168],"state":[169],"MEG":[170,205],"49":[173],"subjects.":[174],"cardiac":[176],"achieves":[178,192],"96%":[180],"sensitivity":[181,194],"99%":[183],"specificity":[184,198],"set-aside":[187],"test-set.":[188],"eye-blink":[190],"85%":[196],"97%.":[200],"This":[201],"work":[202],"facilitates":[203],"processing":[206],"both,":[208],"clinical":[209],"research":[211],"use,":[212],"obviate":[215],"need":[217],"EOG":[219],"EKG":[221],"electrodes.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
