{"id":"https://openalex.org/W3089954304","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206681","title":"A Reservoir-based Convolutional Spiking Neural Network for Gesture Recognition from DVS Input","display_name":"A Reservoir-based Convolutional Spiking Neural Network for Gesture Recognition from DVS Input","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3089954304","doi":"https://doi.org/10.1109/ijcnn48605.2020.9206681","mag":"3089954304"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn48605.2020.9206681","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206681","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5051731709","display_name":"Arun M. George","orcid":"https://orcid.org/0000-0003-0763-8499"},"institutions":[{"id":"https://openalex.org/I55215948","display_name":"Tata Consultancy Services (India)","ror":"https://ror.org/01b9n8m42","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210086519","https://openalex.org/I55215948"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Arun M. George","raw_affiliation_strings":["TCS Research & Innovation, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"TCS Research & Innovation, Kolkata, India","institution_ids":["https://openalex.org/I55215948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082811476","display_name":"Dighanchal Banerjee","orcid":"https://orcid.org/0000-0003-2216-2863"},"institutions":[{"id":"https://openalex.org/I55215948","display_name":"Tata Consultancy Services (India)","ror":"https://ror.org/01b9n8m42","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210086519","https://openalex.org/I55215948"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dighanchal Banerjee","raw_affiliation_strings":["TCS Research & Innovation, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"TCS Research & Innovation, Kolkata, India","institution_ids":["https://openalex.org/I55215948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047256071","display_name":"Sounak Dey","orcid":"https://orcid.org/0000-0001-6704-6810"},"institutions":[{"id":"https://openalex.org/I55215948","display_name":"Tata Consultancy Services (India)","ror":"https://ror.org/01b9n8m42","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210086519","https://openalex.org/I55215948"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sounak Dey","raw_affiliation_strings":["TCS Research & Innovation, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"TCS Research & Innovation, Kolkata, India","institution_ids":["https://openalex.org/I55215948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031139197","display_name":"Arijit Mukherjee","orcid":"https://orcid.org/0000-0001-5052-4476"},"institutions":[{"id":"https://openalex.org/I55215948","display_name":"Tata Consultancy Services (India)","ror":"https://ror.org/01b9n8m42","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210086519","https://openalex.org/I55215948"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arijit Mukherjee","raw_affiliation_strings":["TCS Research & Innovation, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"TCS Research & Innovation, Kolkata, India","institution_ids":["https://openalex.org/I55215948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022160443","display_name":"P. Balamurali","orcid":null},"institutions":[{"id":"https://openalex.org/I55215948","display_name":"Tata Consultancy Services (India)","ror":"https://ror.org/01b9n8m42","country_code":"IN","type":"company","lineage":["https://openalex.org/I4210086519","https://openalex.org/I55215948"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. Balamurali","raw_affiliation_strings":["TCS Research & Innovation, Kolkata, India"],"affiliations":[{"raw_affiliation_string":"TCS Research & Innovation, Kolkata, India","institution_ids":["https://openalex.org/I55215948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5051731709"],"corresponding_institution_ids":["https://openalex.org/I55215948"],"apc_list":null,"apc_paid":null,"fwci":2.4659,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.89674854,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9972000122070312,"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/computer-science","display_name":"Computer science","score":0.7855385541915894},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.7460894584655762},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7268332839012146},{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.7217117547988892},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6564498543739319},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.5789929628372192},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5142473578453064},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.4922691881656647},{"id":"https://openalex.org/keywords/ibm","display_name":"IBM","score":0.48513826727867126},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4557878077030182},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4007035493850708}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7855385541915894},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.7460894584655762},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7268332839012146},{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.7217117547988892},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6564498543739319},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.5789929628372192},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5142473578453064},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.4922691881656647},{"id":"https://openalex.org/C70388272","wikidata":"https://www.wikidata.org/wiki/Q5968558","display_name":"IBM","level":2,"score":0.48513826727867126},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4557878077030182},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4007035493850708},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn48605.2020.9206681","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn48605.2020.9206681","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8799999952316284,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W22297218","https://openalex.org/W28988658","https://openalex.org/W101771737","https://openalex.org/W1485009520","https://openalex.org/W1522734439","https://openalex.org/W1570411240","https://openalex.org/W1938785624","https://openalex.org/W1985940938","https://openalex.org/W1990026451","https://openalex.org/W2006370340","https://openalex.org/W2038786761","https://openalex.org/W2064675550","https://openalex.org/W2099231026","https://openalex.org/W2103179919","https://openalex.org/W2106949940","https://openalex.org/W2118706537","https://openalex.org/W2130360162","https://openalex.org/W2138913040","https://openalex.org/W2143763555","https://openalex.org/W2156303437","https://openalex.org/W2164610565","https://openalex.org/W2165639766","https://openalex.org/W2167148127","https://openalex.org/W2194775991","https://openalex.org/W2316898842","https://openalex.org/W2342662179","https://openalex.org/W2513148968","https://openalex.org/W2513853720","https://openalex.org/W2619806250","https://openalex.org/W2745933219","https://openalex.org/W2778935320","https://openalex.org/W2781779866","https://openalex.org/W2807457908","https://openalex.org/W2808550672","https://openalex.org/W2891530223","https://openalex.org/W2901297858","https://openalex.org/W2951534927","https://openalex.org/W2963524571","https://openalex.org/W2963834742","https://openalex.org/W2964031418","https://openalex.org/W3103266921","https://openalex.org/W3217350819","https://openalex.org/W4241653134","https://openalex.org/W4298355310","https://openalex.org/W6628877408","https://openalex.org/W6631456553","https://openalex.org/W6659999730","https://openalex.org/W6682864246","https://openalex.org/W6749922295","https://openalex.org/W6754595668","https://openalex.org/W6756715896"],"related_works":["https://openalex.org/W3089892344","https://openalex.org/W2960220682","https://openalex.org/W4313442939","https://openalex.org/W4386227293","https://openalex.org/W4372267706","https://openalex.org/W2885510266","https://openalex.org/W4288055417","https://openalex.org/W2902873204","https://openalex.org/W4287758233","https://openalex.org/W3136467750"],"abstract_inverted_index":{"Mammalian":[0],"neural":[1,22,82],"circuits":[2],"respond":[3],"to":[4,32,69,92,139],"different":[5],"sensory":[6],"stimuli":[7],"by":[8],"firing":[9],"spikes":[10],"at":[11],"particular":[12],"times.":[13],"Closely":[14],"mimicking":[15],"this":[16,75],"phenomenon,":[17],"the":[18,40,57,122],"evolving":[19],"3rd":[20],"generation":[21],"networks,":[23],"known":[24],"as":[25],"Spiking":[26],"Neural":[27],"Networks":[28],"(SNNs),":[29],"are":[30],"found":[31],"be":[33],"capable":[34],"of":[35,50,124,131],"memorizing":[36],"and":[37,53,88,95,118],"learning":[38,134],"from":[39,99],"spatio-temporal":[41],"spike":[42],"patterns.":[43],"This":[44],"makes":[45],"SNN":[46],"applicable":[47],"in":[48,56,129],"identification":[49],"human":[51,100],"actions":[52],"gestures,":[54],"especially":[55],"robotics":[58],"domain.":[59],"The":[60],"paradigm":[61],"is":[62,127],"also":[63],"suited":[64],"for":[65],"Neuromorphic":[66],"Systems":[67],"leading":[68],"less":[70],"energy":[71],"intensive":[72],"applications.":[73],"In":[74],"work,":[76],"we":[77,119],"present":[78],"a":[79,89],"novel":[80],"spiking":[81],"network":[83,126],"constituting":[84],"multiple":[85],"convolutional":[86],"layers":[87],"reservoir":[90],"layer":[91],"extract":[93],"spatial":[94],"temporal":[96],"features":[97],"respectively":[98],"gesture":[101],"videos":[102],"captured":[103],"with":[104],"DVS":[105,116],"camera.":[106],"We":[107],"achieved":[108],"more":[109],"than":[110],"95%":[111],"Top-3":[112],"accuracy":[113,132],"on":[114],"IBM":[115],"dataset":[117],"claim":[120],"that":[121],"performance":[123],"our":[125],"better":[128],"terms":[130],"vs.":[133],"parameters":[135],"ratio":[136],"when":[137],"compared":[138],"other":[140],"networks.":[141]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":6},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}