{"id":"https://openalex.org/W2053163863","doi":"https://doi.org/10.1186/s13640-015-0059-4","title":"Simplified spiking neural network architecture and STDP learning algorithm applied to image classification","display_name":"Simplified spiking neural network architecture and STDP learning algorithm applied to image classification","publication_year":2015,"publication_date":"2015-02-18","ids":{"openalex":"https://openalex.org/W2053163863","doi":"https://doi.org/10.1186/s13640-015-0059-4","mag":"2053163863"},"language":"en","primary_location":{"id":"doi:10.1186/s13640-015-0059-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-015-0059-4","pdf_url":"https://link.springer.com/content/pdf/10.1186/s13640-015-0059-4.pdf","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s13640-015-0059-4.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041100553","display_name":"Taras Iakymchuk","orcid":null},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Taras Iakymchuk","raw_affiliation_strings":["GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","institution_ids":["https://openalex.org/I16097986"]},{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain","institution_ids":["https://openalex.org/I16097986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047216377","display_name":"Alfredo Rosado-Mu\u00f1oz","orcid":"https://orcid.org/0000-0002-0429-0573"},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alfredo Rosado-Mu\u00f1oz","raw_affiliation_strings":["GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","institution_ids":["https://openalex.org/I16097986"]},{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain","institution_ids":["https://openalex.org/I16097986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038259407","display_name":"Juan Guerrero","orcid":"https://orcid.org/0000-0001-6729-585X"},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan F Guerrero-Mart\u00ednez","raw_affiliation_strings":["GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","institution_ids":["https://openalex.org/I16097986"]},{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain","institution_ids":["https://openalex.org/I16097986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033239924","display_name":"Manuel Bataller\u2010Mompe\u00e1n","orcid":"https://orcid.org/0000-0002-3091-8184"},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Manuel Bataller-Mompe\u00e1n","raw_affiliation_strings":["GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","institution_ids":["https://openalex.org/I16097986"]},{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain","institution_ids":["https://openalex.org/I16097986"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026710043","display_name":"Jose V. Franc\u00e9s-V\u00edllora","orcid":"https://orcid.org/0000-0003-2796-9682"},"institutions":[{"id":"https://openalex.org/I16097986","display_name":"Universitat de Val\u00e8ncia","ror":"https://ror.org/043nxc105","country_code":"ES","type":"education","lineage":["https://openalex.org/I16097986"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose V Franc\u00e9s-V\u00edllora","raw_affiliation_strings":["GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, 46100, Valencia, Spain","institution_ids":["https://openalex.org/I16097986"]},{"raw_affiliation_string":"GPDS, ETSE, University of Valencia, Av. Universitad, Burjassot, Spain","institution_ids":["https://openalex.org/I16097986"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5041100553"],"corresponding_institution_ids":["https://openalex.org/I16097986"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":4.4184,"has_fulltext":true,"cited_by_count":127,"citation_normalized_percentile":{"value":0.9478001,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"2015","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":1.0,"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":0.9997000098228455,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular 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/computer-science","display_name":"Computer science","score":0.7826423645019531},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.6934325695037842},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6522128582000732},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5537911653518677},{"id":"https://openalex.org/keywords/biological-neuron-model","display_name":"Biological neuron model","score":0.5003800392150879},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.4834080934524536},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4330076575279236},{"id":"https://openalex.org/keywords/visual-cortex","display_name":"Visual cortex","score":0.4291324019432068}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7826423645019531},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.6934325695037842},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6522128582000732},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5537911653518677},{"id":"https://openalex.org/C186565885","wikidata":"https://www.wikidata.org/wiki/Q1651163","display_name":"Biological neuron model","level":3,"score":0.5003800392150879},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.4834080934524536},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4330076575279236},{"id":"https://openalex.org/C2779345533","wikidata":"https://www.wikidata.org/wiki/Q75785","display_name":"Visual cortex","level":2,"score":0.4291324019432068},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1186/s13640-015-0059-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-015-0059-4","pdf_url":"https://link.springer.com/content/pdf/10.1186/s13640-015-0059-4.pdf","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1186/s13640-015-0059-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-015-0059-4","pdf_url":"https://link.springer.com/content/pdf/10.1186/s13640-015-0059-4.pdf","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2053163863.pdf","grobid_xml":"https://content.openalex.org/works/W2053163863.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W97681402","https://openalex.org/W101771737","https://openalex.org/W149476583","https://openalex.org/W345956458","https://openalex.org/W1536929369","https://openalex.org/W1539670134","https://openalex.org/W1926086117","https://openalex.org/W1963689209","https://openalex.org/W1964480817","https://openalex.org/W1978625589","https://openalex.org/W2005847692","https://openalex.org/W2006370340","https://openalex.org/W2008745880","https://openalex.org/W2041741035","https://openalex.org/W2087015032","https://openalex.org/W2096624496","https://openalex.org/W2102397476","https://openalex.org/W2108157381","https://openalex.org/W2110521397","https://openalex.org/W2120031474","https://openalex.org/W2123438756","https://openalex.org/W2126549785","https://openalex.org/W2131217557","https://openalex.org/W2142257273","https://openalex.org/W2147101007","https://openalex.org/W2151483146","https://openalex.org/W2153331991","https://openalex.org/W2160361560","https://openalex.org/W2164544666","https://openalex.org/W2529335737","https://openalex.org/W2595970713","https://openalex.org/W2601207445","https://openalex.org/W2966083286","https://openalex.org/W3144756387","https://openalex.org/W3151971511","https://openalex.org/W4238614602","https://openalex.org/W4245508239","https://openalex.org/W4246363715","https://openalex.org/W4300480995","https://openalex.org/W4301172471"],"related_works":["https://openalex.org/W2023492997","https://openalex.org/W2013860114","https://openalex.org/W1504796302","https://openalex.org/W4386441857","https://openalex.org/W3198030868","https://openalex.org/W2906832317","https://openalex.org/W2996874253","https://openalex.org/W4380324631","https://openalex.org/W3212279325","https://openalex.org/W2088600489"],"abstract_inverted_index":{"Spiking":[0],"neural":[1,29],"networks":[2],"(SNN)":[3],"have":[4,37],"gained":[5],"popularity":[6],"in":[7,28,118,126],"embedded":[8],"applications":[9],"such":[10],"as":[11,122,135,145],"robotics":[12],"and":[13,32,55,80,116,158,161,201],"computer":[14],"vision.":[15],"The":[16,129,190],"main":[17],"advantages":[18],"of":[19,26,84],"SNN":[20,36],"are":[21,111],"the":[22,49,114,123,153],"temporal":[23],"plasticity,":[24],"ease":[25],"use":[27],"interface":[30],"circuits":[31],"reduced":[33],"computation":[34],"complexity.":[35],"been":[38],"successfully":[39,156],"used":[40,106,134],"for":[41,48,71,107,140],"image":[42,53],"classification.":[43],"They":[44],"provide":[45],"a":[46,77,119,136,146],"model":[47,83,87,154,200],"mammalian":[50],"visual":[51,127],"cortex,":[52],"segmentation":[54],"pattern":[56],"recognition.":[57],"Different":[58],"spiking":[59],"neuron":[60,89,187,198],"mathematical":[61],"models":[62],"exist,":[63],"but":[64],"their":[65],"computational":[66],"complexity":[67],"makes":[68],"them":[69],"ill-suited":[70],"hardware":[72],"implementation.":[73],"In":[74],"this":[75],"paper,":[76],"novel,":[78],"simplified":[79],"computationally":[81],"efficient":[82],"spike":[85,99,194],"response":[86],"(SRM)":[88],"with":[90,164,171],"spike-time":[91],"dependent":[92],"plasticity":[93],"(STDP)":[94],"learning":[95],"is":[96,105],"presented.":[97],"Frequency":[98],"coding":[100],"based":[101],"on":[102],"receptive":[103],"fields":[104],"data":[108],"representation;":[109],"images":[110,163],"encoded":[112],"by":[113],"network":[115,130,196],"processed":[117],"similar":[120],"manner":[121],"primary":[124,137],"layers":[125],"cortex.":[128],"output":[131],"can":[132,155],"be":[133],"feature":[138],"extractor":[139],"further":[141],"refined":[142],"recognition":[143],"or":[144,167],"simple":[147],"object":[148],"classifier.":[149],"Results":[150],"show":[151],"that":[152],"learn":[157],"classify":[159],"black":[160],"white":[162],"added":[165],"noise":[166],"partially":[168],"obscured":[169],"samples":[170],"up":[172],"to":[173,184],"\u00d720":[174],"computing":[175],"speed-up":[176],"at":[177],"an":[178],"equivalent":[179],"classification":[180],"ratio":[181],"when":[182],"compared":[183],"classic":[185],"SRM":[186],"membrane":[188,199],"models.":[189],"proposed":[191],"solution":[192],"combines":[193],"encoding,":[195],"topology,":[197],"STDP":[202],"learning.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":16},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":8},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":3}],"updated_date":"2026-06-16T07:32:37.131356","created_date":"2025-10-10T00:00:00"}