{"id":"https://openalex.org/W4411726335","doi":"https://doi.org/10.1109/iscas56072.2025.11043770","title":"Edge Training and Inference with Analog ReRAM Technology for Hand Gesture Recognition","display_name":"Edge Training and Inference with Analog ReRAM Technology for Hand Gesture Recognition","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4411726335","doi":"https://doi.org/10.1109/iscas56072.2025.11043770"},"language":"en","primary_location":{"id":"doi:10.1109/iscas56072.2025.11043770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11043770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://research.tue.nl/files/363374205/2502.18152v1.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092244681","display_name":"Victoria Clerico","orcid":"https://orcid.org/0009-0005-2383-0335"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Victoria Clerico","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073432337","display_name":"Anirvan Dutta","orcid":"https://orcid.org/0000-0001-5857-4769"},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anirvan Dutta","raw_affiliation_strings":["BMW Group Research,RoboTac Lab,Germany"],"affiliations":[{"raw_affiliation_string":"BMW Group Research,RoboTac Lab,Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076459256","display_name":"Donato Francesco Falcone","orcid":"https://orcid.org/0009-0000-7474-7340"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Donato Francesco Falcone","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088953657","display_name":"Wooseok Choi","orcid":"https://orcid.org/0000-0003-4064-4575"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Wooseok Choi","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094221250","display_name":"Matteo Galetta","orcid":"https://orcid.org/0009-0008-5614-0228"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Matteo Galetta","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086140155","display_name":"Tommaso Stecconi","orcid":"https://orcid.org/0000-0001-5385-3486"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Tommaso Stecconi","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070051531","display_name":"Andr\u00e1s Horv\u00e1th","orcid":"https://orcid.org/0000-0001-7325-5547"},"institutions":[{"id":"https://openalex.org/I31882830","display_name":"P\u00e1zm\u00e1ny P\u00e9ter Catholic University","ror":"https://ror.org/05v9kya57","country_code":"HU","type":"education","lineage":["https://openalex.org/I31882830"]}],"countries":["HU"],"is_corresponding":false,"raw_author_name":"Andr\u00e1s Horv\u00e1th","raw_affiliation_strings":["Peter Pazmany Catholic University,Hungary"],"affiliations":[{"raw_affiliation_string":"Peter Pazmany Catholic University,Hungary","institution_ids":["https://openalex.org/I31882830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118664214","display_name":"Shokoofeh Varzandeh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Shokoofeh Varzandeh","raw_affiliation_strings":["BMW Group Research,RoboTac Lab,Germany"],"affiliations":[{"raw_affiliation_string":"BMW Group Research,RoboTac Lab,Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000532047","display_name":"Bert Jan Offrein","orcid":"https://orcid.org/0000-0001-6082-0068"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Bert Jan Offrein","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030520581","display_name":"Mohsen Kaboli","orcid":"https://orcid.org/0000-0002-2320-5717"},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mohsen Kaboli","raw_affiliation_strings":["BMW Group Research,RoboTac Lab,Germany"],"affiliations":[{"raw_affiliation_string":"BMW Group Research,RoboTac Lab,Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009973223","display_name":"Valeria Bragaglia","orcid":"https://orcid.org/0000-0003-0636-4211"},"institutions":[{"id":"https://openalex.org/I4210126328","display_name":"IBM Research - Zurich","ror":"https://ror.org/02js37d36","country_code":"CH","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210126328"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Valeria Bragaglia","raw_affiliation_strings":["IBM Research Europe,Z&#x00FC;rich,Switzerland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Z&#x00FC;rich,Switzerland","institution_ids":["https://openalex.org/I4210126328"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5092244681"],"corresponding_institution_ids":["https://openalex.org/I4210126328"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14721809,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T13382","display_name":"Robotics and Automated Systems","score":0.9639999866485596,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7243385314941406},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7110356092453003},{"id":"https://openalex.org/keywords/resistive-random-access-memory","display_name":"Resistive random-access memory","score":0.625085711479187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5928309559822083},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.5662410259246826},{"id":"https://openalex.org/keywords/gesture-recognition","display_name":"Gesture recognition","score":0.5400811433792114},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5232942700386047},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.41710129380226135},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.4065099060535431},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.37485238909721375},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3395974636077881},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12648698687553406},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09671753644943237}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7243385314941406},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7110356092453003},{"id":"https://openalex.org/C182019814","wikidata":"https://www.wikidata.org/wiki/Q1143830","display_name":"Resistive random-access memory","level":3,"score":0.625085711479187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5928309559822083},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.5662410259246826},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.5400811433792114},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5232942700386047},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.41710129380226135},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.4065099060535431},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37485238909721375},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3395974636077881},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12648698687553406},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09671753644943237},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscas56072.2025.11043770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11043770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/7055c295-2d1b-43b8-9693-f1799916e1f2","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/7055c295-2d1b-43b8-9693-f1799916e1f2","pdf_url":"https://research.tue.nl/files/363374205/2502.18152v1.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Clerico, V, Dutta, A, Falcone, D F, Choi, W, Galetta, M, Stecconi, T, Horv\u00e1th, A, Varzandeh, S, Offrein, B J, Kaboli, M & Bragaglia, V 2025, Edge Training and Inference with Analog ReRAM Technology for Hand Gesture Recognition. in 2025 IEEE International Symposium on Circuits and Systems., 11043770, Institute of Electrical and Electronics Engineers, 2025 IEEE International Symposium on Circuits and Systems, ISCAS 2025, London, United Kingdom, 25/05/25. https://doi.org/10.1109/ISCAS56072.2025.11043770","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/7055c295-2d1b-43b8-9693-f1799916e1f2","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/7055c295-2d1b-43b8-9693-f1799916e1f2","pdf_url":"https://research.tue.nl/files/363374205/2502.18152v1.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Clerico, V, Dutta, A, Falcone, D F, Choi, W, Galetta, M, Stecconi, T, Horv\u00e1th, A, Varzandeh, S, Offrein, B J, Kaboli, M & Bragaglia, V 2025, Edge Training and Inference with Analog ReRAM Technology for Hand Gesture Recognition. in 2025 IEEE International Symposium on Circuits and Systems., 11043770, Institute of Electrical and Electronics Engineers, 2025 IEEE International Symposium on Circuits and Systems, ISCAS 2025, London, United Kingdom, 25/05/25. https://doi.org/10.1109/ISCAS56072.2025.11043770","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411726335.pdf","grobid_xml":"https://content.openalex.org/works/W4411726335.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1979601236","https://openalex.org/W2026587477","https://openalex.org/W2099302229","https://openalex.org/W2146532796","https://openalex.org/W2168392347","https://openalex.org/W2532025488","https://openalex.org/W2802722247","https://openalex.org/W3013080934","https://openalex.org/W3126606986","https://openalex.org/W3161559081","https://openalex.org/W3176606713","https://openalex.org/W3194303810","https://openalex.org/W4220910499","https://openalex.org/W4223904523","https://openalex.org/W4225679468","https://openalex.org/W4284992427","https://openalex.org/W4313251083","https://openalex.org/W4317792976","https://openalex.org/W4319601668","https://openalex.org/W4386293192","https://openalex.org/W4389082012","https://openalex.org/W4390743741","https://openalex.org/W4396909940","https://openalex.org/W4400727765","https://openalex.org/W4401729360"],"related_works":["https://openalex.org/W2054635671","https://openalex.org/W2545245183","https://openalex.org/W2902873204","https://openalex.org/W2185750513","https://openalex.org/W2010878661","https://openalex.org/W3147379364","https://openalex.org/W2026258298","https://openalex.org/W3204639664","https://openalex.org/W2970836791","https://openalex.org/W2989699735"],"abstract_inverted_index":{"Tactile":[0],"hand":[1,52,125],"gesture":[2,53],"recognition":[3],"is":[4],"a":[5,49,61],"crucial":[6],"task":[7],"for":[8,77,86,104,121,144],"user":[9],"control":[10],"in":[11,46],"the":[12,29,57,73,95,108,115,130,149],"automotive":[13],"sector,":[14],"where":[15],"Human-Machine":[16],"Interactions":[17],"(HMI)":[18],"demand":[19],"low":[20],"latency":[21],"and":[22,35,136],"high":[23],"energy":[24],"efficiency.":[25],"This":[26],"study":[27],"addresses":[28],"challenges":[30],"of":[31,97,118,124,132],"power-constrained":[32],"edge":[33,78],"training":[34],"inference":[36,123],"by":[37],"utilizing":[38,107],"analog":[39,99,101,133],"Resistive":[40],"Random":[41],"Access":[42],"Memory":[43],"(ReRAM)":[44],"technology":[45,135],"conjunction":[47],"with":[48,139],"real":[50],"tactile":[51],"dataset.":[54],"By":[55],"optimizing":[56],"input":[58],"space":[59],"through":[60],"feature":[62],"engineering":[63],"strategy,":[64],"we":[65,93,113],"avoid":[66],"relying":[67],"on":[68],"large-scale":[69],"crossbar":[70,137],"arrays,":[71],"making":[72],"system":[74],"more":[75],"suitable":[76],"deployment.":[79],"Through":[80],"realistic":[81],"hardware-aware":[82],"simulations":[83],"that":[84],"account":[85],"device":[87],"non-idealities":[88],"derived":[89],"from":[90],"experimental":[91],"data,":[92],"demonstrate":[94],"functionalities":[96],"our":[98],"ReRAM-based":[100],"in-memory":[102],"computing":[103],"on-chip":[105],"training,":[106],"state-of-the-art":[109],"Tiki-Taka":[110],"algorithm.":[111],"Furthermore,":[112],"validate":[114],"classification":[116],"accuracy":[117],"approximately":[119],"91.4%":[120],"post-deployment":[122],"gestures.":[126],"The":[127],"results":[128],"highlight":[129],"potential":[131],"ReRAM":[134],"architecture":[138],"fully":[140],"parallelized":[141],"matrix":[142],"computations":[143],"real-time":[145],"HMI":[146],"systems":[147],"at":[148],"Edge.":[150]},"counts_by_year":[],"updated_date":"2026-03-17T17:19:04.345684","created_date":"2025-10-10T00:00:00"}
