{"id":"https://openalex.org/W4402896962","doi":"https://doi.org/10.1109/iwqos61813.2024.10682904","title":"Lightweight Multimodal Defect Detection at the Edge via Cross-Modal Distillation","display_name":"Lightweight Multimodal Defect Detection at the Edge via Cross-Modal Distillation","publication_year":2024,"publication_date":"2024-06-19","ids":{"openalex":"https://openalex.org/W4402896962","doi":"https://doi.org/10.1109/iwqos61813.2024.10682904"},"language":"en","primary_location":{"id":"doi:10.1109/iwqos61813.2024.10682904","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iwqos61813.2024.10682904","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACM 32nd International Symposium on Quality of Service (IWQoS)","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/A5024512904","display_name":"Baiqing Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Baiqing Wang","raw_affiliation_strings":["Northwestern Polytechnical University"],"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101010834","display_name":"Tao Xing","orcid":"https://orcid.org/0009-0000-7118-2348"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Xing","raw_affiliation_strings":["Northwestern Polytechnical University"],"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100778754","display_name":"Xiaoning Liu","orcid":"https://orcid.org/0000-0002-9874-8839"},"institutions":[{"id":"https://openalex.org/I4210095297","display_name":"MIT University","ror":"https://ror.org/00v140q16","country_code":"MK","type":"education","lineage":["https://openalex.org/I4210095297"]},{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU","MK"],"is_corresponding":false,"raw_author_name":"Xiaoning Liu","raw_affiliation_strings":["RMIT University"],"affiliations":[{"raw_affiliation_string":"RMIT University","institution_ids":["https://openalex.org/I4210095297","https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027979530","display_name":"Zhe Peng","orcid":"https://orcid.org/0000-0002-6674-1640"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhe Peng","raw_affiliation_strings":["The Hong Kong Polytechnic University"],"affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061725051","display_name":"Helei Cui","orcid":"https://orcid.org/0000-0003-1946-5361"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Helei Cui","raw_affiliation_strings":["Northwestern Polytechnical University"],"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5024512904"],"corresponding_institution_ids":["https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.21868762,"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":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/modal","display_name":"Modal","score":0.6438814401626587},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5428053140640259},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.49525704979896545},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.4264664351940155},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3003969192504883},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2260730266571045},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.1550421118736267},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.14256486296653748},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.08627641201019287}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6438814401626587},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5428053140640259},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.49525704979896545},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4264664351940155},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3003969192504883},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2260730266571045},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.1550421118736267},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.14256486296653748},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.08627641201019287}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwqos61813.2024.10682904","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iwqos61813.2024.10682904","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACM 32nd International Symposium on Quality of Service (IWQoS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2884585870","https://openalex.org/W4281790833","https://openalex.org/W4319597842","https://openalex.org/W4386420768","https://openalex.org/W4393150012","https://openalex.org/W6838547440"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4402299999","https://openalex.org/W4246450666","https://openalex.org/W4388998267","https://openalex.org/W2898370298","https://openalex.org/W2137437058","https://openalex.org/W2884249467","https://openalex.org/W4390401159","https://openalex.org/W2744391499"],"abstract_inverted_index":{"The":[0],"learning":[1],"capabilities":[2],"of":[3,16],"single-modality":[4],"images":[5,28,41,112],"are":[6,29],"often":[7],"severely":[8],"limited":[9],"and":[10,37,86,110,141],"fail":[11],"to":[12,31,47,115,126,146],"meet":[13],"the":[14,87,122,136],"requirements":[15],"complexity":[17],"defect":[18],"detection":[19,91],"in":[20,92],"industrial":[21,93],"settings.":[22],"For":[23],"instance,":[24],"traditional":[25],"visible":[26,109],"light":[27],"susceptible":[30],"environmental":[32],"factors":[33],"such":[34],"as":[35,113],"lighting":[36],"occlusions,":[38],"while":[39,121,155],"infrared":[40,111],"cannot":[42],"capture":[43],"texture":[44],"details":[45],"due":[46],"their":[48],"low":[49],"spatial":[50],"resolution.":[51],"Consequently,":[52],"employing":[53],"multiple":[54,71],"image":[55,131],"modalities":[56,72],"typically":[57],"yields":[58],"better":[59],"results":[60],"than":[61],"relying":[62],"on":[63,82],"a":[64,103,117,129],"single":[65],"modality.":[66],"However,":[67],"utilizing":[68],"data":[69],"from":[70],"inevitably":[73],"introduces":[74],"additional":[75],"computational":[76],"costs,":[77],"posing":[78],"high":[79],"hardware":[80],"demands":[81],"edge":[83],"computing":[84],"devices,":[85],"need":[88],"for":[89],"real-time":[90,158],"environments":[94],"is":[95,139,144],"critical.":[96],"To":[97],"address":[98],"these":[99],"challenges,":[100],"we":[101],"propose":[102],"multimodal":[104],"distillation":[105],"approach":[106],"that":[107,148],"uses":[108],"inputs":[114],"train":[116],"complex":[118],"teacher":[119],"model,":[120],"student":[123,137],"model":[124,138,142],"continues":[125],"operate":[127],"with":[128],"single-modal":[130],"input.":[132],"Through":[133],"knowledge":[134],"transfer,":[135],"enhanced,":[140],"light-weighting":[143],"implemented":[145],"ensure":[147],"it":[149],"can":[150],"acquire":[151],"multi-modal":[152],"feature":[153],"information":[154],"still":[156],"meeting":[157],"performance":[159],"requirements.":[160]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}