{"id":"https://openalex.org/W4412128252","doi":"https://doi.org/10.1109/nice65350.2025.11065119","title":"Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation","display_name":"Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation","publication_year":2025,"publication_date":"2025-03-25","ids":{"openalex":"https://openalex.org/W4412128252","doi":"https://doi.org/10.1109/nice65350.2025.11065119"},"language":"en","primary_location":{"id":"doi:10.1109/nice65350.2025.11065119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nice65350.2025.11065119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Neuro Inspired Computational Elements (NICE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5093875999","display_name":"Sirine Arfa","orcid":null},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sirine Arfa","raw_affiliation_strings":["Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072679919","display_name":"Bernhard Vogginger","orcid":"https://orcid.org/0000-0001-9042-5405"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bernhard Vogginger","raw_affiliation_strings":["Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100322154","display_name":"Chen Liu","orcid":"https://orcid.org/0000-0002-3288-9516"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chen Liu","raw_affiliation_strings":["Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003942211","display_name":"Johannes Partzsch","orcid":"https://orcid.org/0000-0002-6286-5064"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Partzsch","raw_affiliation_strings":["Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059419436","display_name":"Mark Sch\u00f6ne","orcid":null},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mark Sch\u00f6ne","raw_affiliation_strings":["Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071241846","display_name":"Christian Mayr","orcid":"https://orcid.org/0000-0003-3502-0872"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Mayr","raw_affiliation_strings":["Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit&#x00E4;t Dresden,Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics,Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I78650965"],"apc_list":null,"apc_paid":null,"fwci":11.7287,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.98769278,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9966999888420105,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9950000047683716,"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/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.9542185664176941},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7611080408096313},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7035588026046753},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.7025519609451294},{"id":"https://openalex.org/keywords/spiking-neural-network","display_name":"Spiking neural network","score":0.5948498249053955},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5426973700523376},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.4884592592716217},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46484655141830444},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.41091832518577576},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39396095275878906},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12444207072257996}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9542185664176941},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7611080408096313},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035588026046753},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.7025519609451294},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.5948498249053955},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5426973700523376},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.4884592592716217},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46484655141830444},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.41091832518577576},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39396095275878906},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12444207072257996},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nice65350.2025.11065119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nice65350.2025.11065119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Neuro Inspired Computational Elements (NICE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1583776211","https://openalex.org/W2140886546","https://openalex.org/W2612662066","https://openalex.org/W2745933219","https://openalex.org/W2757414857","https://openalex.org/W2898323475","https://openalex.org/W2963122961","https://openalex.org/W2963966976","https://openalex.org/W2984844508","https://openalex.org/W3091431973","https://openalex.org/W3109080038","https://openalex.org/W3163388905","https://openalex.org/W3199910846","https://openalex.org/W3201870057","https://openalex.org/W4200629964","https://openalex.org/W4210735738","https://openalex.org/W4221148635","https://openalex.org/W4224918069","https://openalex.org/W4287118909","https://openalex.org/W4294691375","https://openalex.org/W4298355310","https://openalex.org/W4389371040","https://openalex.org/W4390784305","https://openalex.org/W4399013206","https://openalex.org/W4399531466","https://openalex.org/W4400811629","https://openalex.org/W4402580846","https://openalex.org/W6634851332","https://openalex.org/W6749922295","https://openalex.org/W6796815506","https://openalex.org/W6804603128","https://openalex.org/W6810045202","https://openalex.org/W6838972156","https://openalex.org/W6841372986","https://openalex.org/W6860333965","https://openalex.org/W6894206845","https://openalex.org/W6931569627"],"related_works":["https://openalex.org/W3089892344","https://openalex.org/W2960220682","https://openalex.org/W4372267706","https://openalex.org/W4313442939","https://openalex.org/W4386227293","https://openalex.org/W2885510266","https://openalex.org/W4288055417","https://openalex.org/W2902873204","https://openalex.org/W4287758233","https://openalex.org/W3136467750"],"abstract_inverted_index":{"Spiking":[0],"Neural":[1],"Networks":[2],"(SNNs)":[3],"are":[4,170],"highly":[5],"energy-efficient":[6],"during":[7],"inference,":[8,149],"making":[9],"them":[10],"particularly":[11],"suitable":[12],"for":[13,95,104,116,191],"deployment":[14],"on":[15,70,172],"neuromorphic":[16,107,176,194],"hardware.":[17],"Their":[18],"ability":[19],"to":[20,36],"process":[21],"event-driven":[22],"inputs,":[23],"such":[24,81],"as":[25,82],"data":[26],"from":[27],"dynamic":[28],"vision":[29],"sensors":[30],"(DVS),":[31],"further":[32],"enhances":[33],"their":[34],"applicability":[35],"edge":[37,45],"computing":[38],"tasks.":[39],"However,":[40],"the":[41,54,92,96,105,132,175,188],"resource":[42],"constraints":[43],"of":[44,57,77],"hardware":[46],"necessitate":[47],"techniques":[48],"like":[49],"weight":[50],"quantization,":[51],"which":[52],"reduce":[53],"memory":[55],"footprint":[56],"SNNs":[58,102,158],"while":[59,131],"preserving":[60],"accuracy.":[61],"Despite":[62],"its":[63],"importance,":[64],"existing":[65],"quantization":[66,73,114,125,135],"methods":[67,144],"typically":[68],"focus":[69],"synaptic":[71],"weights":[72],"without":[74,165],"taking":[75],"account":[76],"other":[78],"critical":[79],"parameters,":[80],"scaling":[83],"neuron":[84],"firing":[85],"thresholds.To":[86],"address":[87],"this":[88],"limitation,":[89],"we":[90,181],"present":[91],"first":[93,120],"benchmark":[94],"DVS":[97],"gesture":[98],"recognition":[99],"task":[100],"using":[101,174],"optimized":[103],"many-core":[106],"chip":[108],"SpiNNaker2.":[109],"Our":[110],"study":[111],"evaluates":[112],"two":[113],"pipelines":[115],"fixed-point":[117],"computations.":[118],"The":[119],"approach":[121],"employs":[122],"post":[123],"training":[124,137],"(PTQ)":[126],"with":[127,139],"percentile-based":[128],"threshold":[129,141],"scaling,":[130],"second":[133],"uses":[134],"aware":[136],"(QAT)":[138],"adaptive":[140],"scaling.":[142],"Both":[143],"achieve":[145,182],"accurate":[146],"8-bit":[147],"on-chip":[148],"closely":[150],"approximating":[151],"32-bit":[152],"floating-point":[153],"performance.":[154],"Additionally,":[155],"our":[156],"baseline":[157],"perform":[159],"competitively":[160],"against":[161],"previously":[162],"reported":[163],"results":[164],"specialized":[166],"techniques.":[167],"These":[168],"models":[169],"deployed":[171],"SpiNNaker2":[173],"intermediate":[177],"representation":[178],"(NIR).":[179],"Ultimately,":[180],"94.13%":[183],"classification":[184],"accuracy":[185],"on-chip,":[186],"demonstrating":[187],"SpiNNaker2\u2019s":[189],"potential":[190],"efficient,":[192],"low-energy":[193],"computing.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-11T07:18:39.950985","created_date":"2025-10-10T00:00:00"}
