{"id":"https://openalex.org/W4404848670","doi":"https://doi.org/10.1109/isocc62682.2024.10762576","title":"A Fully 4-bit Quantized MobileNet-SSD","display_name":"A Fully 4-bit Quantized MobileNet-SSD","publication_year":2024,"publication_date":"2024-08-19","ids":{"openalex":"https://openalex.org/W4404848670","doi":"https://doi.org/10.1109/isocc62682.2024.10762576"},"language":"en","primary_location":{"id":"doi:10.1109/isocc62682.2024.10762576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc62682.2024.10762576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 21st International SoC Design Conference (ISOCC)","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/A5101835867","display_name":"Aeri Kim","orcid":"https://orcid.org/0000-0001-6993-060X"},"institutions":[{"id":"https://openalex.org/I4210131650","display_name":"Korea Electronics Technology Institute","ror":"https://ror.org/039k6f508","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210089395","https://openalex.org/I4210131650"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Aeri Kim","raw_affiliation_strings":["Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea","institution_ids":["https://openalex.org/I4210131650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100425051","display_name":"Yu-Mi Kim","orcid":"https://orcid.org/0000-0003-0397-7645"},"institutions":[{"id":"https://openalex.org/I4210131650","display_name":"Korea Electronics Technology Institute","ror":"https://ror.org/039k6f508","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210089395","https://openalex.org/I4210131650"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yumi Kim","raw_affiliation_strings":["Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea","institution_ids":["https://openalex.org/I4210131650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072171676","display_name":"Eunchong Lee","orcid":"https://orcid.org/0000-0001-7873-2920"},"institutions":[{"id":"https://openalex.org/I4210131650","display_name":"Korea Electronics Technology Institute","ror":"https://ror.org/039k6f508","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210089395","https://openalex.org/I4210131650"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Eunchong Lee","raw_affiliation_strings":["Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea","institution_ids":["https://openalex.org/I4210131650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052334636","display_name":"Minkyu Lee","orcid":"https://orcid.org/0000-0001-8670-0144"},"institutions":[{"id":"https://openalex.org/I4210131650","display_name":"Korea Electronics Technology Institute","ror":"https://ror.org/039k6f508","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210089395","https://openalex.org/I4210131650"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minkyu Lee","raw_affiliation_strings":["Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea","institution_ids":["https://openalex.org/I4210131650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044022432","display_name":"Sang-Seol Lee","orcid":"https://orcid.org/0009-0001-5158-438X"},"institutions":[{"id":"https://openalex.org/I4210131650","display_name":"Korea Electronics Technology Institute","ror":"https://ror.org/039k6f508","country_code":"KR","type":"facility","lineage":["https://openalex.org/I2801339556","https://openalex.org/I4210089395","https://openalex.org/I4210131650"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sang-Seol Lee","raw_affiliation_strings":["Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Korea Electronics Technology Institute,Intelligent Image Processing Research Center,Gyeonggi-Do,South Korea","institution_ids":["https://openalex.org/I4210131650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210131650"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23489031,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"354","last_page":"355"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12029","display_name":"DNA and Biological Computing","score":0.9495999813079834,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12162","display_name":"Cellular Automata and Applications","score":0.944100022315979,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/bit","display_name":"Bit (key)","score":0.6688979864120483},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6065077781677246},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3633629083633423},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13060885667800903}],"concepts":[{"id":"https://openalex.org/C117011727","wikidata":"https://www.wikidata.org/wiki/Q1278488","display_name":"Bit (key)","level":2,"score":0.6688979864120483},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6065077781677246},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3633629083633423},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13060885667800903}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isocc62682.2024.10762576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc62682.2024.10762576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 21st International SoC Design Conference (ISOCC)","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":5,"referenced_works":["https://openalex.org/W2031489346","https://openalex.org/W3035219584","https://openalex.org/W3106655949","https://openalex.org/W3182465333","https://openalex.org/W4312383953"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4327546585","https://openalex.org/W2411923897","https://openalex.org/W4394546135","https://openalex.org/W4285347720","https://openalex.org/W4200259850","https://openalex.org/W2333831899","https://openalex.org/W2484894494"],"abstract_inverted_index":{"Quantizing":[0],"the":[1,7,21,84],"detector":[2,63],"is":[3,71],"more":[4],"challenging":[5],"than":[6,75],"classifier;":[8],"consequently,":[9],"previous":[10],"studies":[11],"used":[12],"some":[13],"layers":[14],"as":[15],"floating-point":[16],"layers.":[17],"This":[18],"leads":[19],"to":[20,58],"problem":[22],"that":[23],"quantized":[24,41],"detectors":[25],"cannot":[26],"be":[27],"accelerated":[28],"in":[29,67],"integer-only":[30],"operating":[31],"devices.":[32],"In":[33],"this":[34],"study,":[35],"we":[36,44,79],"present":[37],"a":[38,52],"fully":[39],"4-bit":[40],"MobileNet-SSD.":[42],"Furthermore,":[43],"propose":[45],"an":[46],"optimized":[47],"weight":[48],"freezing":[49],"order":[50],"and":[51,78],"Knowledge":[53],"Distillation":[54],"(KD)":[55],"loss":[56,87],"function":[57],"minimize":[59],"accuracy":[60],"degradation.":[61],"Our":[62],"achieves":[64],"mAP":[65],"65.09%":[66],"PASCAL":[68],"VOC,":[69],"which":[70],"0.63":[72],"points":[73],"higher":[74],"prior":[76],"work,":[77],"conducted":[80],"detailed":[81],"experiments":[82],"about":[83],"proposed":[85],"KD":[86],"function.":[88]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}