{"id":"https://openalex.org/W4392909508","doi":"https://doi.org/10.1109/icassp48485.2024.10448228","title":"\u201cIt os Okay to be Uncommon\u201d: Quantizing Sound Event Detection Networks on Hardware Accelerators with Uncommon Sub-Byte Support","display_name":"\u201cIt os Okay to be Uncommon\u201d: Quantizing Sound Event Detection Networks on Hardware Accelerators with Uncommon Sub-Byte Support","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392909508","doi":"https://doi.org/10.1109/icassp48485.2024.10448228"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10448228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10448228","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5047861147","display_name":"Yu\u2010Shu Wu","orcid":"https://orcid.org/0000-0002-1031-4500"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]},{"id":"https://openalex.org/I76587968","display_name":"Bose (United States)","ror":"https://ror.org/0427k1a73","country_code":"US","type":"company","lineage":["https://openalex.org/I76587968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yushu Wu","raw_affiliation_strings":["Bose Corporation,MA,USA","Bose Corporation, MA, USA","Northeastern University, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bose Corporation,MA,USA","institution_ids":["https://openalex.org/I76587968"]},{"raw_affiliation_string":"Bose Corporation, MA, USA","institution_ids":["https://openalex.org/I76587968"]},{"raw_affiliation_string":"Northeastern University, MA, USA","institution_ids":["https://openalex.org/I12912129"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101041055","display_name":"Xiao Quan","orcid":null},"institutions":[{"id":"https://openalex.org/I76587968","display_name":"Bose (United States)","ror":"https://ror.org/0427k1a73","country_code":"US","type":"company","lineage":["https://openalex.org/I76587968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiao Quan","raw_affiliation_strings":["Bose Corporation,MA,USA","Bose Corporation, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bose Corporation,MA,USA","institution_ids":["https://openalex.org/I76587968"]},{"raw_affiliation_string":"Bose Corporation, MA, USA","institution_ids":["https://openalex.org/I76587968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033902274","display_name":"Mohammad Izadi","orcid":"https://orcid.org/0000-0003-3561-3942"},"institutions":[{"id":"https://openalex.org/I76587968","display_name":"Bose (United States)","ror":"https://ror.org/0427k1a73","country_code":"US","type":"company","lineage":["https://openalex.org/I76587968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Rasool Izadi","raw_affiliation_strings":["Bose Corporation,MA,USA","Bose Corporation, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bose Corporation,MA,USA","institution_ids":["https://openalex.org/I76587968"]},{"raw_affiliation_string":"Bose Corporation, MA, USA","institution_ids":["https://openalex.org/I76587968"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085831884","display_name":"Chuan-Che Jeff Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I76587968","display_name":"Bose (United States)","ror":"https://ror.org/0427k1a73","country_code":"US","type":"company","lineage":["https://openalex.org/I76587968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chuan-Che Jeff Huang","raw_affiliation_strings":["Bose Corporation,MA,USA","Bose Corporation, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bose Corporation,MA,USA","institution_ids":["https://openalex.org/I76587968"]},{"raw_affiliation_string":"Bose Corporation, MA, USA","institution_ids":["https://openalex.org/I76587968"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4171,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.47842977,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"281","last_page":"285"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10860","display_name":"Speech and Audio Processing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11349","display_name":"Music Technology and Sound Studies","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8062425851821899},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5882459282875061},{"id":"https://openalex.org/keywords/headphones","display_name":"Headphones","score":0.5112588405609131},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4670756161212921},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4265044629573822},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.37247779965400696},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3546711802482605},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.34461551904678345},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22564148902893066},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14439314603805542}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8062425851821899},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5882459282875061},{"id":"https://openalex.org/C2781258422","wikidata":"https://www.wikidata.org/wiki/Q186819","display_name":"Headphones","level":2,"score":0.5112588405609131},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4670756161212921},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4265044629573822},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.37247779965400696},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3546711802482605},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.34461551904678345},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22564148902893066},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14439314603805542},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10448228","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10448228","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2094721231","https://openalex.org/W2469490737","https://openalex.org/W2784372305","https://openalex.org/W2786771851","https://openalex.org/W2845210056","https://openalex.org/W2963163009","https://openalex.org/W2972824267","https://openalex.org/W3015594652","https://openalex.org/W3028019732","https://openalex.org/W3040522390","https://openalex.org/W3047691788","https://openalex.org/W4226358149","https://openalex.org/W4372271592","https://openalex.org/W6720242923","https://openalex.org/W6747876305","https://openalex.org/W6748224102","https://openalex.org/W6771595542","https://openalex.org/W6811101373"],"related_works":["https://openalex.org/W1519334917","https://openalex.org/W2285322832","https://openalex.org/W2511793349","https://openalex.org/W2506159889","https://openalex.org/W2293832935","https://openalex.org/W2069110031","https://openalex.org/W4237416696","https://openalex.org/W2968763213","https://openalex.org/W4399524426","https://openalex.org/W2037844040"],"abstract_inverted_index":{"If":[0],"our":[1,6,141],"noise-canceling":[2],"headphones":[3,50],"can":[4,10],"understand":[5],"audio":[7,37,46],"environments,":[8],"they":[9],"then":[11,99],"inform":[12],"us":[13],"of":[14,24,71,112,161,183],"important":[15],"sound":[16,118,187],"events,":[17],"tune":[18],"equalization":[19],"based":[20,35],"on":[21,36,49,77,115,126,144,180,186],"the":[22,109,181],"types":[23],"content":[25],"we":[26,66,149],"listen":[27],"to,":[28],"and":[29,56,92,128,155,164],"dynamically":[30],"adjust":[31],"noise":[32],"cancellation":[33],"parameters":[34],"scenes":[38],"to":[39,83,86,106,168],"further":[40,139],"reduce":[41,150],"distraction.":[42],"However,":[43],"running":[44],"multiple":[45],"understanding":[47],"models":[48,143,170],"with":[51,122,193],"a":[52,60,68,101,113],"limited":[53],"energy":[54,156],"budget":[55],"on-chip":[57],"memory":[58,151],"remains":[59],"challenging":[61],"task.":[62],"In":[63],"this":[64],"work,":[65],"identify":[67],"new":[69],"class":[70],"neural":[72,103],"network":[73,81,114],"accelerators":[74,185],"(e.g.,":[75,89,95],"NE16":[76],"GAP9)":[78],"that":[79,148],"allows":[80],"weights":[82],"be":[84],"quantized":[85,142],"different":[87,117,124],"common":[88],"8":[90],"bits)":[91],"uncommon":[93],"bit-widths":[94,111],"3":[96],"bits).":[97],"We":[98,138],"applied":[100],"differentiable":[102],"architecture":[104],"search":[105,107,196],"over":[108],"optimal":[110],"two":[116],"event":[119,188],"detection":[120,189],"tasks":[121,190],"potentially":[123],"requirements":[125],"quantization":[127],"prediction":[129],"granularity":[130],"(i.e.,":[131],"classification":[132],"vs.":[133],"embeddings":[134],"for":[135],"few-shot":[136],"learning).":[137],"evaluated":[140],"actual":[145],"hardware,":[146],"showing":[147],"usage,":[152],"inference":[153],"latency,":[154],"consumption":[157],"by":[158],"an":[159,194],"average":[160],"62%,":[162],"46%,":[163],"61%":[165],"respectively":[166],"compared":[167],"8-bit":[169],"while":[171],"maintaining":[172],"floating":[173],"point":[174],"performance.":[175],"Our":[176],"work":[177],"sheds":[178],"light":[179],"benefits":[182],"such":[184],"when":[191],"combined":[192],"appropriate":[195],"method.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
