{"id":"https://openalex.org/W2987260487","doi":"https://doi.org/10.1109/tnnls.2019.2945630","title":"An Event-Driven Categorization Model for AER Image Sensors Using Multispike Encoding and Learning","display_name":"An Event-Driven Categorization Model for AER Image Sensors Using Multispike Encoding and Learning","publication_year":2019,"publication_date":"2019-11-05","ids":{"openalex":"https://openalex.org/W2987260487","doi":"https://doi.org/10.1109/tnnls.2019.2945630","mag":"2987260487","pmid":"https://pubmed.ncbi.nlm.nih.gov/31714243"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2019.2945630","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2945630","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/A5084417688","display_name":"Rong Xiao","orcid":"https://orcid.org/0000-0002-6408-9724"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Xiao","raw_affiliation_strings":["Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057282687","display_name":"Huajin Tang","orcid":"https://orcid.org/0000-0002-9857-1543"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huajin Tang","raw_affiliation_strings":["College of Computer Science and Technology, Zhejiang University, Zhejiang, China","Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-9857-1543","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Zhejiang University, Zhejiang, China","institution_ids":["https://openalex.org/I168879160"]},{"raw_affiliation_string":"Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101447105","display_name":"Yuhao Ma","orcid":"https://orcid.org/0000-0001-8535-0146"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhao Ma","raw_affiliation_strings":["Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046836420","display_name":"Rui Yan","orcid":"https://orcid.org/0000-0003-0048-3092"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Yan","raw_affiliation_strings":["Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-0048-3092","affiliations":[{"raw_affiliation_string":"Neuromorphic Computing Research Center, College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045833517","display_name":"Garrick Orchard","orcid":"https://orcid.org/0000-0002-1243-2711"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Garrick Orchard","raw_affiliation_strings":["Temasek Laboratories, National University of Singapore, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-1243-2711","affiliations":[{"raw_affiliation_string":"Temasek Laboratories, National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8022,"has_fulltext":false,"cited_by_count":56,"citation_normalized_percentile":{"value":0.91153074,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"31","issue":"9","first_page":"3649","last_page":"3657"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9991000294685364,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9990000128746033,"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/mnist-database","display_name":"MNIST database","score":0.9595138430595398},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6982520818710327},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.6789342761039734},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.6546696424484253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6421555280685425},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6406538486480713},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5555922985076904},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5322598814964294},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.5295297503471375},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5183026194572449},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.46991196274757385},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4343033730983734},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.374611496925354},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.33460962772369385},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3191559910774231},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2810699939727783}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.9595138430595398},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6982520818710327},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.6789342761039734},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.6546696424484253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6421555280685425},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6406538486480713},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5555922985076904},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5322598814964294},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.5295297503471375},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5183026194572449},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.46991196274757385},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4343033730983734},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.374611496925354},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.33460962772369385},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3191559910774231},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2810699939727783},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2019.2945630","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2019.2945630","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:31714243","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31714243","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":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.7099999785423279}],"awards":[{"id":"https://openalex.org/G8620705978","display_name":null,"funder_award_id":"61673283","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W206948248","https://openalex.org/W345956458","https://openalex.org/W1963689209","https://openalex.org/W1980178290","https://openalex.org/W2006500012","https://openalex.org/W2007815184","https://openalex.org/W2008008156","https://openalex.org/W2016574277","https://openalex.org/W2020096355","https://openalex.org/W2035540094","https://openalex.org/W2086066258","https://openalex.org/W2095725009","https://openalex.org/W2100884605","https://openalex.org/W2104549563","https://openalex.org/W2104561942","https://openalex.org/W2109460648","https://openalex.org/W2111025581","https://openalex.org/W2112796928","https://openalex.org/W2115831804","https://openalex.org/W2127388521","https://openalex.org/W2132172482","https://openalex.org/W2132870234","https://openalex.org/W2139475683","https://openalex.org/W2141624237","https://openalex.org/W2144982973","https://openalex.org/W2149194912","https://openalex.org/W2165396124","https://openalex.org/W2166130385","https://openalex.org/W2171236529","https://openalex.org/W2171851311","https://openalex.org/W2313320147","https://openalex.org/W2328877128","https://openalex.org/W2335559422","https://openalex.org/W2343732617","https://openalex.org/W2397481761","https://openalex.org/W2469278928","https://openalex.org/W2513853720","https://openalex.org/W2808395107","https://openalex.org/W2808594940","https://openalex.org/W2912311811","https://openalex.org/W2962804204","https://openalex.org/W4238614602","https://openalex.org/W6676667098"],"related_works":["https://openalex.org/W4281699635","https://openalex.org/W4321472116","https://openalex.org/W3202619090","https://openalex.org/W3102040318","https://openalex.org/W4287724471","https://openalex.org/W4386227043","https://openalex.org/W3214713078","https://openalex.org/W2786930404","https://openalex.org/W3161396968","https://openalex.org/W3035000326"],"abstract_inverted_index":{"In":[0],"this":[1],"article,":[2],"we":[3],"present":[4],"a":[5,68],"systematic":[6],"computational":[7],"model":[8,17,63,112],"to":[9,41],"explore":[10],"brain-based":[11],"computation":[12],"for":[13,133],"object":[14],"recognition.":[15],"The":[16,61,111],"extracts":[18],"temporal":[19,43,51,69],"features":[20,44],"embedded":[21],"in":[22,46,67,80],"address-event":[23],"representation":[24],"(AER)":[25],"data":[26,117],"and":[27,83,124],"discriminates":[28],"different":[29],"objects":[30],"by":[31,92],"using":[32],"spiking":[33],"neural":[34],"networks":[35],"(SNNs).":[36],"We":[37],"use":[38],"multispike":[39],"encoding":[40],"extract":[42],"contained":[45],"the":[47,57,73,81,94,100,106,134],"AER":[48,122],"data.":[49],"These":[50],"patterns":[52],"are":[53],"then":[54],"learned":[55],"through":[56],"tempotron":[58],"learning":[59,70,84],"rule.":[60],"presented":[62],"is":[64,78,89],"consistently":[65],"implemented":[66],"framework,":[71],"where":[72],"precise":[74],"timing":[75],"of":[76,96],"spikes":[77],"considered":[79],"feature-encoding":[82],"process.":[85],"A":[86],"noise-reduction":[87],"method":[88],"also":[90],"proposed":[91,108],"calculating":[93],"correlation":[95],"an":[97],"event":[98],"with":[99,136],"surrounding":[101],"spatial":[102],"neighborhood":[103],"based":[104],"on":[105,114],"recently":[107],"time-surface":[109],"technique.":[110],"evaluated":[113],"wide":[115],"spectrum":[116],"sets":[118],"(MNIST,":[119],"N-MNIST,":[120],"MNIST-DVS,":[121],"Posture,":[123],"Poker":[125],"Card)":[126],"demonstrates":[127],"its":[128],"superior":[129],"recognition":[130],"performance,":[131],"especially":[132],"events":[135],"noise.":[137]},"counts_by_year":[{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
