{"id":"https://openalex.org/W4410887067","doi":"https://doi.org/10.1109/isqed65160.2025.11014411","title":"Region Masking to Accelerate Video Processing on Neuromorphic Hardware","display_name":"Region Masking to Accelerate Video Processing on Neuromorphic Hardware","publication_year":2025,"publication_date":"2025-04-23","ids":{"openalex":"https://openalex.org/W4410887067","doi":"https://doi.org/10.1109/isqed65160.2025.11014411"},"language":"en","primary_location":{"id":"doi:10.1109/isqed65160.2025.11014411","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isqed65160.2025.11014411","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 26th International Symposium on Quality Electronic Design (ISQED)","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/A5008033093","display_name":"Sreetama Sarkar","orcid":"https://orcid.org/0009-0009-2182-6200"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Sreetama Sarkar","raw_affiliation_strings":["Universiy of Southern California,Los Angeles,USA"],"affiliations":[{"raw_affiliation_string":"Universiy of Southern California,Los Angeles,USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064196627","display_name":"Sumit Bam Shrestha","orcid":"https://orcid.org/0000-0002-5741-8518"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sumit Bam Shrestha","raw_affiliation_strings":["Intel Labs,Santa Clara,USA"],"affiliations":[{"raw_affiliation_string":"Intel Labs,Santa Clara,USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053144492","display_name":"Yuchi Che","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yue Che","raw_affiliation_strings":["Universiy of Southern California,Los Angeles,USA"],"affiliations":[{"raw_affiliation_string":"Universiy of Southern California,Los Angeles,USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032911379","display_name":"Leobardo Campos\u2010Mac\u00edas","orcid":"https://orcid.org/0000-0002-6389-1790"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Leobardo Campos-Macias","raw_affiliation_strings":["Intel Labs,Santa Clara,USA"],"affiliations":[{"raw_affiliation_string":"Intel Labs,Santa Clara,USA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017435097","display_name":"Gourav Datta","orcid":"https://orcid.org/0000-0002-5380-2619"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gourav Datta","raw_affiliation_strings":["Case Western Reserve University,USA"],"affiliations":[{"raw_affiliation_string":"Case Western Reserve University,USA","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084205024","display_name":"Peter A. Beerel","orcid":"https://orcid.org/0000-0002-8283-0168"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter A. Beerel","raw_affiliation_strings":["Universiy of Southern California,Los Angeles,USA"],"affiliations":[{"raw_affiliation_string":"Universiy of Southern California,Los Angeles,USA","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5008033093"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12742136,"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":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9994999766349792,"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":0.9994999766349792,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9932000041007996,"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":0.98089998960495,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7663317322731018},{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.7524322271347046},{"id":"https://openalex.org/keywords/masking","display_name":"Masking (illustration)","score":0.7254782915115356},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.5206529498100281},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.40452054142951965},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3493928909301758},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.260396808385849},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.1511569619178772}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7663317322731018},{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.7524322271347046},{"id":"https://openalex.org/C2777402240","wikidata":"https://www.wikidata.org/wiki/Q6783436","display_name":"Masking (illustration)","level":2,"score":0.7254782915115356},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.5206529498100281},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.40452054142951965},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3493928909301758},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.260396808385849},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.1511569619178772},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isqed65160.2025.11014411","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isqed65160.2025.11014411","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 26th International Symposium on Quality Electronic Design (ISQED)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2020676607","https://openalex.org/W2058582133","https://openalex.org/W2117539524","https://openalex.org/W2150066425","https://openalex.org/W2194775991","https://openalex.org/W2513853720","https://openalex.org/W2783525259","https://openalex.org/W2940297489","https://openalex.org/W2963966976","https://openalex.org/W3018105153","https://openalex.org/W3035564946","https://openalex.org/W3037354233","https://openalex.org/W3038702532","https://openalex.org/W3038819247","https://openalex.org/W3121127024","https://openalex.org/W3200115717","https://openalex.org/W3214253320","https://openalex.org/W4221160180","https://openalex.org/W4312872526","https://openalex.org/W4386859281","https://openalex.org/W4390873425","https://openalex.org/W4390873439","https://openalex.org/W4392902951","https://openalex.org/W4404133010","https://openalex.org/W4409262796","https://openalex.org/W6771742384","https://openalex.org/W6784333009","https://openalex.org/W6802450738","https://openalex.org/W6809995052","https://openalex.org/W6846577953","https://openalex.org/W6873458525"],"related_works":["https://openalex.org/W4396891704","https://openalex.org/W2951049725","https://openalex.org/W4285308918","https://openalex.org/W4387459935","https://openalex.org/W3015991694","https://openalex.org/W2908450434","https://openalex.org/W3193008624","https://openalex.org/W4382561696","https://openalex.org/W2581119583","https://openalex.org/W2895519962"],"abstract_inverted_index":{"The":[0],"rapidly":[1],"growing":[2],"demand":[3],"for":[4,101],"on-chip":[5],"edge":[6],"intelligence":[7],"on":[8,144],"resource":[9],"constrained":[10],"devices":[11],"has":[12],"motivated":[13],"approaches":[14],"to":[15,33,36,71],"reduce":[16,37,155],"energy":[17,38],"and":[18,98,134],"latency":[19],"of":[20,54,67,87,92,124,151],"deep":[21],"learning":[22],"models.":[23],"Spiking":[24],"neural":[25],"networks":[26],"(SNNs)":[27],"have":[28],"gained":[29],"particular":[30],"interest":[31,88],"due":[32,70],"their":[34],"promise":[35],"consumption":[39],"using":[40],"event-based":[41],"processing.":[42],"We":[43,136],"assert":[44],"that":[45,84,110,148],"while":[46],"sigma-delta":[47,164],"encoding":[48],"in":[49,132,169],"SNNs":[50],"can":[51,154],"take":[52],"advantage":[53],"the":[55,90,93,114,120,125],"temporal":[56],"redundancy":[57],"across":[58],"video":[59,141],"frames,":[60],"they":[61],"still":[62],"involve":[63],"a":[64,80,162,167],"significant":[65,130],"amount":[66],"redundant":[68],"computations":[69],"processing":[72],"insignificant":[73],"events.":[74],"In":[75],"this":[76],"paper,":[77],"we":[78],"propose":[79],"region":[81,138],"masking":[82,111,139,149],"strategy":[83],"identifies":[85],"regions":[86,112,153],"at":[89,113],"input":[91,115,152],"SNN,":[94],"thereby":[95],"eliminating":[96],"computation":[97],"data":[99],"movement":[100],"events":[102],"arising":[103],"from":[104],"unimportant":[105],"regions.":[106],"Our":[107],"approach":[108],"demonstrates":[109],"not":[116],"only":[117],"significantly":[118],"reduces":[119],"overall":[121],"spiking":[122],"activity":[123],"network,":[126,165],"but":[127],"also":[128],"provides":[129],"improvement":[131],"throughput":[133],"latency.":[135],"apply":[137],"during":[140],"object":[142],"detection":[143],"Loihi":[145],"2,":[146],"demonstrating":[147],"~60%":[150],"energy-delay":[156],"product":[157],"by":[158,171],"1.65":[159],"x":[160],"over":[161],"baseline":[163],"with":[166],"degradation":[168],"mAP@0.5":[170],"1.09%.":[172]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
