{"id":"https://openalex.org/W3092898182","doi":"https://doi.org/10.1109/tnnls.2020.3028167","title":"Structured Neural Decoding With Multitask Transfer Learning of Deep Neural Network Representations","display_name":"Structured Neural Decoding With Multitask Transfer Learning of Deep Neural Network Representations","publication_year":2020,"publication_date":"2020-10-21","ids":{"openalex":"https://openalex.org/W3092898182","doi":"https://doi.org/10.1109/tnnls.2020.3028167","mag":"3092898182","pmid":"https://pubmed.ncbi.nlm.nih.gov/33074832"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2020.3028167","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2020.3028167","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5051978172","display_name":"Changde Du","orcid":"https://orcid.org/0000-0002-0084-433X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changde Du","raw_affiliation_strings":["Huawei Cloud BU EI Innovation Laboratory, Beijing, China","Huawei Noah\u2019s Ark Laboratory, Beijing, China","Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei Cloud BU EI Innovation Laboratory, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Huawei Noah\u2019s Ark Laboratory, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052892758","display_name":"Changying Du","orcid":"https://orcid.org/0000-0002-4489-0020"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changying Du","raw_affiliation_strings":["Huawei Cloud BU EI Innovation Laboratory, Beijing, China","Huawei Noah\u2019s Ark Laboratory, Beijing, China","Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","Huawei Noah's Ark Laboratory, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4489-0020","affiliations":[{"raw_affiliation_string":"Huawei Cloud BU EI Innovation Laboratory, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Huawei Noah\u2019s Ark Laboratory, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":"Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Huawei Noah's Ark Laboratory, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029894649","display_name":"Lijie Huang","orcid":"https://orcid.org/0000-0003-2515-0315"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijie Huang","raw_affiliation_strings":["Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077914684","display_name":"Haibao Wang","orcid":"https://orcid.org/0000-0002-3174-1907"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibao Wang","raw_affiliation_strings":["Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100669549","display_name":"Huiguang He","orcid":"https://orcid.org/0000-0002-0684-1711"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210097554","display_name":"Center for Excellence in Brain Science and Intelligence Technology","ror":"https://ror.org/00vpwhm04","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiguang He","raw_affiliation_strings":["Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Beijing, China","Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0684-1711","affiliations":[{"raw_affiliation_string":"Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210097554"]},{"raw_affiliation_string":"Research Center for Brain-Inspired Intelligence, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7819,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.84889648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"33","issue":"2","first_page":"600","last_page":"614"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11094","display_name":"Face Recognition and Perception","score":0.9973999857902527,"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":0.9973999857902527,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9909999966621399,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.92201828956604},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.760703444480896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7377029061317444},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7204376459121704},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6672912240028381},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5409420728683472},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5367528200149536},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49036383628845215},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.4690587520599365},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46770116686820984},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.46540147066116333},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.4535742998123169},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.4380265474319458},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13074752688407898},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.09656217694282532}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.92201828956604},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.760703444480896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7377029061317444},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7204376459121704},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6672912240028381},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5409420728683472},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5367528200149536},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49036383628845215},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.4690587520599365},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46770116686820984},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.46540147066116333},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.4535742998123169},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.4380265474319458},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13074752688407898},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.09656217694282532},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2020.3028167","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2020.3028167","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:33074832","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33074832","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":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1921652033","display_name":null,"funder_award_id":"61602449","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2751082693","display_name":null,"funder_award_id":"XDB32040000","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"},{"id":"https://openalex.org/G4038921782","display_name":null,"funder_award_id":"62020106015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4444518885","display_name":null,"funder_award_id":"61906188","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G613090996","display_name":null,"funder_award_id":"61976209","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7873485906","display_name":null,"funder_award_id":"173211KYSB20190024","funder_id":"https://openalex.org/F4320321133","funder_display_name":"Chinese Academy of Sciences"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321133","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1715013381","https://openalex.org/W1834627138","https://openalex.org/W1915485278","https://openalex.org/W1959608418","https://openalex.org/W1986744686","https://openalex.org/W2007226897","https://openalex.org/W2018096278","https://openalex.org/W2036084760","https://openalex.org/W2081531193","https://openalex.org/W2089632738","https://openalex.org/W2097267381","https://openalex.org/W2108598243","https://openalex.org/W2112180451","https://openalex.org/W2121823518","https://openalex.org/W2123081556","https://openalex.org/W2125389028","https://openalex.org/W2126810579","https://openalex.org/W2132555912","https://openalex.org/W2150283722","https://openalex.org/W2167237727","https://openalex.org/W2194775991","https://openalex.org/W2412480261","https://openalex.org/W2464317109","https://openalex.org/W2507706845","https://openalex.org/W2537084945","https://openalex.org/W2738724892","https://openalex.org/W2741430497","https://openalex.org/W2768938399","https://openalex.org/W2897938635","https://openalex.org/W2904523347","https://openalex.org/W2949290395","https://openalex.org/W2949869422","https://openalex.org/W2950953090","https://openalex.org/W2963341661","https://openalex.org/W2963383245","https://openalex.org/W2963426391","https://openalex.org/W2963510321","https://openalex.org/W2963989815","https://openalex.org/W3148198191","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6640015824","https://openalex.org/W6640963894","https://openalex.org/W6676629630","https://openalex.org/W6676647743","https://openalex.org/W6678815747","https://openalex.org/W6683357344","https://openalex.org/W6684191040","https://openalex.org/W6684671274","https://openalex.org/W6684954448","https://openalex.org/W6687045409","https://openalex.org/W6687506355","https://openalex.org/W6692550842","https://openalex.org/W6717255582","https://openalex.org/W6734060754","https://openalex.org/W6741832134","https://openalex.org/W6741978826","https://openalex.org/W6751729605","https://openalex.org/W6753113894","https://openalex.org/W6755312952"],"related_works":["https://openalex.org/W2368824897","https://openalex.org/W3067752700","https://openalex.org/W1508050556","https://openalex.org/W1910862367","https://openalex.org/W2379365082","https://openalex.org/W2370747590","https://openalex.org/W2030109976","https://openalex.org/W2369260257","https://openalex.org/W2098373948","https://openalex.org/W2389120450"],"abstract_inverted_index":{"The":[0],"reconstruction":[1],"of":[2,53,67,88],"visual":[3,30,107],"information":[4,23],"from":[5],"human":[6],"brain":[7,16,26],"activity":[8],"is":[9,137],"a":[10,42,60,89],"very":[11],"important":[12],"research":[13],"topic":[14],"in":[15,138],"decoding.":[17],"Existing":[18],"methods":[19],"ignore":[20,148],"the":[21,25,29,77,85,100,106,118,141,162,176],"structural":[22],"underlying":[24],"activities":[27],"and":[28,37,59,71,123,134,161,174,180],"features,":[31],"which":[32,127],"severely":[33],"limits":[34],"their":[35],"performance":[36],"interpretability.":[38,135],"Here,":[39],"we":[40,75,97],"propose":[41],"hierarchically":[43],"structured":[44],"neural":[45,55,92],"decoding":[46,132],"framework":[47,65],"by":[48],"using":[49],"multitask":[50],"transfer":[51],"learning":[52],"deep":[54],"network":[56,93],"(DNN)":[57],"representations":[58],"matrix-variate":[61],"Gaussian":[62,110],"prior.":[63],"Our":[64],"consists":[66],"two":[68,156],"stages,":[69],"Voxel2Unit":[70],"Unit2Pixel.":[72],"In":[73,95],"Voxel2Unit,":[74],"decode":[76],"functional":[78],"magnetic":[79],"resonance":[80],"imaging":[81],"(fMRI)":[82],"data":[83,159],"to":[84,105,114],"intermediate":[86],"features":[87,103,171],"pretrained":[90],"convolutional":[91],"(CNN).":[94],"Unit2Pixel,":[96],"further":[98],"invert":[99],"predicted":[101],"CNN":[102,170],"back":[104],"images.":[108],"Matrix-variate":[109],"prior":[111],"allows":[112],"us":[113],"take":[115],"into":[116],"account":[117],"structures":[119],"between":[120,124],"feature":[121],"dimensions":[122],"regression":[125,144],"tasks,":[126],"are":[128],"useful":[129],"for":[130],"improving":[131],"effectiveness":[133],"This":[136],"contrast":[139],"with":[140,182],"existing":[142],"single-output":[143],"models":[145],"that":[146,165],"usually":[147],"these":[149],"structures.":[150],"We":[151],"conduct":[152],"extensive":[153],"experiments":[154],"on":[155],"real-world":[157],"fMRI":[158],"sets,":[160],"results":[163],"show":[164],"our":[166],"method":[167],"can":[168],"predict":[169],"more":[172],"accurately":[173],"reconstruct":[175],"perceived":[177],"natural":[178],"images":[179],"faces":[181],"higher":[183],"quality.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}