{"id":"https://openalex.org/W4411615634","doi":"https://doi.org/10.31219/osf.io/3h5uj_v1","title":"Superior computational value of face information sampled by super-recognizers","display_name":"Superior computational value of face information sampled by super-recognizers","publication_year":2023,"publication_date":"2023-12-02","ids":{"openalex":"https://openalex.org/W4411615634","doi":"https://doi.org/10.31219/osf.io/3h5uj_v1"},"language":"en","primary_location":{"id":"doi:10.31219/osf.io/3h5uj_v1","doi":"https://doi.org/10.31219/osf.io/3h5uj_v1","is_oa":true,"landing_page_url":"https://doi.org/10.31219/osf.io/3h5uj_v1","pdf_url":"https://osf.io/3h5uj_v1/download","source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://osf.io/3h5uj_v1/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035715654","display_name":"James D. Dunn","orcid":"https://orcid.org/0000-0002-6964-909X","observed_orcids":["https://orcid.org/0000-0002-6964-909X"]},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"James Daniel Dunn","raw_affiliation_strings":["School of Psychology , University of New South Wales , Australia"],"raw_orcid":"https://orcid.org/0000-0002-6964-909X","affiliations":[{"raw_affiliation_string":"School of Psychology , University of New South Wales , Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025906640","display_name":"Victor P. L. Varela","orcid":"https://orcid.org/0000-0002-8795-4637","observed_orcids":["https://orcid.org/0000-0002-8795-4637"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Victor Perrone de Lima Varela","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-8795-4637","affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Bojana Popovic","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bojana Popovic","raw_affiliation_strings":["School of Psychology , University of New South Wales , Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Psychology , University of New South Wales , Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063117024","display_name":"Stephanie Summersby","orcid":"https://orcid.org/0000-0003-3268-450X","observed_orcids":["https://orcid.org/0000-0003-3268-450X"]},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Stephanie Summersby","raw_affiliation_strings":["School of Psychology , University of New South Wales , Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Psychology , University of New South Wales , Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019518324","display_name":"David White","orcid":"https://orcid.org/0000-0002-6366-2699","observed_orcids":["https://orcid.org/0000-0002-6366-2699"]},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David White","raw_affiliation_strings":["School of Psychology , University of New South Wales , Australia"],"raw_orcid":"https://orcid.org/0000-0002-6366-2699","affiliations":[{"raw_affiliation_string":"School of Psychology , University of New South Wales , Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060137080","display_name":"S\u00e9bastien Miellet","orcid":"https://orcid.org/0000-0002-3519-033X","observed_orcids":["https://orcid.org/0000-0002-3519-033X"]},"institutions":[{"id":"https://openalex.org/I204824540","display_name":"University of Wollongong","ror":"https://ror.org/00jtmb277","country_code":"AU","type":"education","lineage":["https://openalex.org/I204824540"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sebastien Miellet","raw_affiliation_strings":["School of Psychology , UNSW Sydney , Kensington , NSW , 2052 , Australia","School of Psychology , University of Wollongong , Australia"],"raw_orcid":"https://orcid.org/0000-0002-3519-033X","affiliations":[{"raw_affiliation_string":"School of Psychology , UNSW Sydney , Kensington , NSW , 2052 , Australia","institution_ids":["https://openalex.org/I31746571"]},{"raw_affiliation_string":"School of Psychology , University of Wollongong , Australia","institution_ids":["https://openalex.org/I204824540"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11094","display_name":"Face Recognition and Perception","score":0.9994999766349792,"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/T11094","display_name":"Face Recognition and Perception","score":0.9994999766349792,"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/T11448","display_name":"Face recognition and analysis","score":0.00039999998989515007,"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/T11118","display_name":"Evolutionary Psychology and Human Behavior","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/face-recognition-cognition","display_name":"face recognition (cognition)","score":0.8640000224113464},{"id":"https://openalex.org/keywords/super-recognisers","display_name":"super-recognisers","score":0.9739999771118164},{"id":"https://openalex.org/keywords/eye-tracking","display_name":"eye tracking","score":0.5040000081062317},{"id":"https://openalex.org/keywords/deep-neural-network","display_name":"deep neural network","score":0.5920000076293945},{"id":"https://openalex.org/keywords/face-learning","display_name":"face learning","score":0.6100000143051147}],"concepts":[{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.6437895894050598},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6076479554176331},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5699286460876465},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.37555593252182007},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3663008213043213},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16247302293777466},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.06803515553474426},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31219/osf.io/3h5uj_v1","doi":"https://doi.org/10.31219/osf.io/3h5uj_v1","is_oa":true,"landing_page_url":"https://doi.org/10.31219/osf.io/3h5uj_v1","pdf_url":"https://osf.io/3h5uj_v1/download","source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.31219/osf.io/3h5uj_v1","doi":"https://doi.org/10.31219/osf.io/3h5uj_v1","is_oa":true,"landing_page_url":"https://doi.org/10.31219/osf.io/3h5uj_v1","pdf_url":"https://osf.io/3h5uj_v1/download","source":{"id":"https://openalex.org/S4306401127","display_name":"OSF Preprints (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G7803138131","display_name":"Information sampling in superior face identifiers","funder_award_id":"DP190100957","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411615634.pdf","grobid_xml":"https://content.openalex.org/works/W4411615634.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W1509966554","https://openalex.org/W1686810756","https://openalex.org/W1987675072","https://openalex.org/W2073351001","https://openalex.org/W2096733369","https://openalex.org/W2135580806","https://openalex.org/W2163270602","https://openalex.org/W2341528187","https://openalex.org/W2618155564","https://openalex.org/W2805754451","https://openalex.org/W2968997291","https://openalex.org/W3197609000","https://openalex.org/W4384339921"],"related_works":["https://openalex.org/W4386258888","https://openalex.org/W4410989259","https://openalex.org/W4415893447","https://openalex.org/W6962745365","https://openalex.org/W3197609000","https://openalex.org/W4402742123","https://openalex.org/W6927522327","https://openalex.org/W3161251236","https://openalex.org/W2753362348","https://openalex.org/W7166068197"],"abstract_inverted_index":{"How":[0],"information":[1,23,46,72,106,121,172,202,223],"sampling":[2,140],"contributes":[3],"to":[4,142,157,178,208,220],"accuracy":[5,38,132,168],"in":[6,54,133,160],"face":[7,22,45,80,105,120,150,162,188,195,201,227],"recognition":[8,81],"remains":[9],"unknown.":[10],"Here":[11],"we":[12,69,103,127],"address":[13],"this":[14,66],"question":[15],"by":[16,26,33,51,174],"assessing":[17],"the":[18,35,75,117,124,149,221],"computational":[19,205],"value":[20,30,206],"of":[21,39,78,119,203],"actively":[24],"sampled":[25,50,73,101,173],"human":[27,52],"observers.":[28],"Computational":[29],"is":[31,217],"assessed":[32],"measuring":[34],"identity":[36,130,163,196],"matching":[37,131],"Deep":[40],"Neural":[41],"Networks":[42],"(DNNs)":[43],"using":[44,137,170],"that":[47,144,184,190,213],"had":[48,88],"been":[49],"observers":[53],"a":[55,79],"prior":[56,67],"study":[57],"(Dunn":[58],"et":[59],"al.,":[60],"2022).":[61],"Using":[62],"eye-tracking":[63],"data":[64],"from":[65],"study,":[68],"reconstructed":[70],"visual":[71,139,171,222],"during":[74,226],"learning":[76],"phase":[77],"task,":[82],"where":[83],"super-recognizers":[84,175,199,214],"and":[85],"typical":[86,179,209],"viewers":[87],"viewed":[89],"faces":[90],"through":[91],"gaze-contingent":[92],"viewing":[93],"apertures.":[94],"To":[95],"generate":[96],"static":[97],"images":[98],"representing":[99],"their":[100],"information,":[102],"convolved":[104],"with":[107],"retinal":[108],"filters":[109],"centered":[110],"on":[111,148],"gaze":[112],"fixations.":[113],"After":[114],"controlling":[115],"for":[116],"amount":[118],"available":[122],"at":[123],"trial":[125],"level,":[126],"found":[128],"improved":[129],"9":[134],"DNNs":[135],"when":[136,169],"human-guided":[138],"compared":[141,177,207],"fixations":[143],"were":[145,154],"randomly":[146],"distributed":[147],"stimuli.":[151],"Importantly,":[152],"DNNs\u2019":[153],"also":[155],"sensitive":[156],"individual":[158],"differences":[159],"viewers'":[161],"processing":[164],"ability,":[165],"showing":[166],"superior":[167,215],"as":[176],"viewers.":[180,210],"These":[181],"findings":[182],"confirm":[183],"humans":[185],"preferentially":[186],"sample":[187,200,225],"parts":[189],"contain":[191],"more":[192],"computationally":[193],"valuable":[194],"information.":[197],"Moreover,":[198],"higher":[204],"This":[211],"implies":[212],"ability":[216],"partly":[218],"due":[219],"they":[224],"learning.":[228]},"counts_by_year":[],"updated_date":"2026-11-09T13:22:03.289127","created_date":"2025-10-10T00:00:00"}