{"id":"https://openalex.org/W7129422533","doi":"https://doi.org/10.1109/icipw68931.2025.11385953","title":"Data-Efficient Stream-Based Active Distillation For Scalable Edge Model Deployment","display_name":"Data-Efficient Stream-Based Active Distillation For Scalable Edge Model Deployment","publication_year":2025,"publication_date":"2025-09-14","ids":{"openalex":"https://openalex.org/W7129422533","doi":"https://doi.org/10.1109/icipw68931.2025.11385953"},"language":null,"primary_location":{"id":"doi:10.1109/icipw68931.2025.11385953","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icipw68931.2025.11385953","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Image Processing Workshops (ICIPW)","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/A5092636010","display_name":"Dani Manjah","orcid":"https://orcid.org/0000-0001-9034-0794"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Dani Manjah","raw_affiliation_strings":["UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium"],"affiliations":[{"raw_affiliation_string":"UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105961208","display_name":"Tim Bary","orcid":null},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tim Bary","raw_affiliation_strings":["UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium"],"affiliations":[{"raw_affiliation_string":"UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5097372491","display_name":"Beno\u00eet G\u00e9rin","orcid":null},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Beno\u00eet G\u00e9rin","raw_affiliation_strings":["UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium"],"affiliations":[{"raw_affiliation_string":"UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111621938","display_name":"Beno\u00eet Macq","orcid":null},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Beno\u00eet Macq","raw_affiliation_strings":["UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium"],"affiliations":[{"raw_affiliation_string":"UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012049713","display_name":"Christophe De Vleeschouwer","orcid":"https://orcid.org/0000-0001-5049-2929"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Christophe de Vleeschouwer","raw_affiliation_strings":["UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium"],"affiliations":[{"raw_affiliation_string":"UCLouvain 1348 Louvain-la-Neuve,ICTEAM,Belgium","institution_ids":["https://openalex.org/I95674353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5092636010"],"corresponding_institution_ids":["https://openalex.org/I95674353"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7400494,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"286","last_page":"291"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.296099990606308,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.296099990606308,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.13230000436306,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.058800000697374344,"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/scalability","display_name":"Scalability","score":0.6836000084877014},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5878000259399414},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5437999963760376},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4860999882221222},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.43050000071525574},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4027000069618225},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.3959999978542328},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3885999917984009}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6836000084877014},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6759999990463257},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5878000259399414},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5437999963760376},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4860999882221222},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.43050000071525574},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4027000069618225},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.3959999978542328},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3952000141143799},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3885999917984009},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.3871999979019165},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36390000581741333},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31679999828338623},{"id":"https://openalex.org/C2777851325","wikidata":"https://www.wikidata.org/wiki/Q7094102","display_name":"Online model","level":2,"score":0.2973000109195709},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.29490000009536743},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.28610000014305115},{"id":"https://openalex.org/C2780366209","wikidata":"https://www.wikidata.org/wiki/Q5170200","display_name":"Core model","level":2,"score":0.2815000116825104},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C107645828","wikidata":"https://www.wikidata.org/wiki/Q12070446","display_name":"System model","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.25850000977516174},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2565999925136566},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.25360000133514404},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.25200000405311584},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icipw68931.2025.11385953","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icipw68931.2025.11385953","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Image Processing Workshops (ICIPW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.639110267162323,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2074273283","https://openalex.org/W2129368140","https://openalex.org/W2140587827","https://openalex.org/W2160037785","https://openalex.org/W2169027522","https://openalex.org/W2783538964","https://openalex.org/W3012255272","https://openalex.org/W3036859713","https://openalex.org/W3091002423","https://openalex.org/W3154405129","https://openalex.org/W4312407813","https://openalex.org/W4312495869","https://openalex.org/W4385804967","https://openalex.org/W4400767051","https://openalex.org/W4402753992","https://openalex.org/W4402916235","https://openalex.org/W4402917073","https://openalex.org/W4404103113","https://openalex.org/W4410935213"],"related_works":[],"abstract_inverted_index":{"Edge":[0],"camera-based":[1],"systems":[2],"are":[3,19],"continuously":[4],"expanding,":[5],"facing":[6],"ever-evolving":[7],"environments":[8],"that":[9],"require":[10],"regular":[11],"model":[12,59,89],"updates.":[13],"In":[14],"practice,":[15],"complex":[16],"teacher":[17],"models":[18,35],"run":[20],"on":[21],"a":[22,71,77,83,87],"central":[23],"server":[24],"to":[25,32,37,49,57],"annotate":[26],"data,":[27],"which":[28],"is":[29],"then":[30],"used":[31],"train":[33],"smaller":[34],"tailored":[36],"the":[38,51],"edge":[39],"devices":[40],"with":[41,82,90],"limited":[42],"computational":[43],"power.":[44],"This":[45],"work":[46,67],"explores":[47],"how":[48],"select":[50],"most":[52],"useful":[53],"images":[54],"for":[55,70],"training":[56,73],"maximize":[58],"quality":[60],"while":[61],"keeping":[62],"transmission":[63],"costs":[64],"low.":[65],"Our":[66],"shows":[68],"that,":[69],"similar":[72],"load":[74],"(i.e.,":[75],"iterations),":[76],"high-confidence":[78],"stream-based":[79],"strategy":[80],"coupled":[81],"diversity-based":[84],"approach":[85],"produces":[86],"high-quality":[88],"minimal":[91],"dataset":[92],"queries.":[93]},"counts_by_year":[],"updated_date":"2026-02-19T06:27:42.648592","created_date":"2026-02-01T00:00:00"}
