{"id":"https://openalex.org/W4414941505","doi":"https://doi.org/10.1007/s10586-025-05662-w","title":"Fog computing-driven logistics: leveraging few-shot learning and foundational computer vision models","display_name":"Fog computing-driven logistics: leveraging few-shot learning and foundational computer vision models","publication_year":2025,"publication_date":"2025-10-08","ids":{"openalex":"https://openalex.org/W4414941505","doi":"https://doi.org/10.1007/s10586-025-05662-w"},"language":"en","primary_location":{"id":"doi:10.1007/s10586-025-05662-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-025-05662-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-025-05662-w.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10586-025-05662-w.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093944234","display_name":"Juan Jes\u00fas Losada-del-Olmo","orcid":"https://orcid.org/0009-0005-8358-202X"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Juan Jes\u00fas Losada del Olmo","raw_affiliation_strings":["Bleecker Technologies, Murcia, 30100, Spain","Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain"],"raw_orcid":"https://orcid.org/0009-0005-8358-202X","affiliations":[{"raw_affiliation_string":"Bleecker Technologies, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]},{"raw_affiliation_string":"Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003197575","display_name":"E. Ballesteros","orcid":null},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Emilio Pardo Ballesteros","raw_affiliation_strings":["Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076837396","display_name":"\u00c1ngel Luis Perales G\u00f3mez","orcid":"https://orcid.org/0000-0003-1004-881X"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"\u00c1ngel Luis Perales G\u00f3mez","raw_affiliation_strings":["Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain"],"raw_orcid":"https://orcid.org/0000-0003-1004-881X","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029703337","display_name":"Pedro E. L\u00f3pez-de-Teruel","orcid":"https://orcid.org/0000-0001-7573-1738"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pedro E. L\u00f3pez-de-Teruel","raw_affiliation_strings":["Bleecker Technologies, Murcia, 30100, Spain","Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7573-1738","affiliations":[{"raw_affiliation_string":"Bleecker Technologies, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]},{"raw_affiliation_string":"Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019125173","display_name":"Alberto Ruiz","orcid":"https://orcid.org/0000-0001-9107-1952"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alberto Ruiz","raw_affiliation_strings":["Bleecker Technologies, Murcia, 30100, Spain","Department of Informatics and Systems, University of Murcia, Murcia, 30100, Spain"],"raw_orcid":"https://orcid.org/0000-0001-9107-1952","affiliations":[{"raw_affiliation_string":"Bleecker Technologies, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]},{"raw_affiliation_string":"Department of Informatics and Systems, University of Murcia, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057591697","display_name":"F\u00e9lix J. Garc\u00eda Clemente","orcid":"https://orcid.org/0000-0001-6181-5033"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"F\u00e9lix J. Garc\u00eda Clemente","raw_affiliation_strings":["Bleecker Technologies, Murcia, 30100, Spain","Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain"],"raw_orcid":"https://orcid.org/0000-0001-6181-5033","affiliations":[{"raw_affiliation_string":"Bleecker Technologies, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]},{"raw_affiliation_string":"Department of Computer Engineering and Technology, University of Murcia, Murcia, 30100, Spain","institution_ids":["https://openalex.org/I80180929"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5093944234"],"corresponding_institution_ids":["https://openalex.org/I80180929"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":1.0891,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83308943,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"28","issue":"14","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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":0.9911999702453613,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/pallet","display_name":"Pallet","score":0.8406000137329102},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6740000247955322},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5978999733924866},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5723999738693237},{"id":"https://openalex.org/keywords/bounding-overwatch","display_name":"Bounding overwatch","score":0.5449000000953674},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.536899983882904},{"id":"https://openalex.org/keywords/truck","display_name":"Truck","score":0.4514000117778778},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.44269999861717224},{"id":"https://openalex.org/keywords/minimum-bounding-box","display_name":"Minimum bounding box","score":0.423799991607666}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8815000057220459},{"id":"https://openalex.org/C51413319","wikidata":"https://www.wikidata.org/wiki/Q505996","display_name":"Pallet","level":2,"score":0.8406000137329102},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6740000247955322},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5978999733924866},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5723999738693237},{"id":"https://openalex.org/C63584917","wikidata":"https://www.wikidata.org/wiki/Q333286","display_name":"Bounding overwatch","level":2,"score":0.5449000000953674},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.536899983882904},{"id":"https://openalex.org/C52121051","wikidata":"https://www.wikidata.org/wiki/Q43193","display_name":"Truck","level":2,"score":0.4514000117778778},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.44269999861717224},{"id":"https://openalex.org/C147037132","wikidata":"https://www.wikidata.org/wiki/Q6865426","display_name":"Minimum bounding box","level":3,"score":0.423799991607666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4047999978065491},{"id":"https://openalex.org/C2779506182","wikidata":"https://www.wikidata.org/wiki/Q7580141","display_name":"Spotting","level":2,"score":0.3871999979019165},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.3725999891757965},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35740000009536743},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.35040000081062317},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.3402999937534332},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.3255999982357025},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.3230000138282776},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3172000050544739},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2946000099182129},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.28619998693466187},{"id":"https://openalex.org/C2780727963","wikidata":"https://www.wikidata.org/wiki/Q5157368","display_name":"Computer-aided","level":2,"score":0.2786000072956085},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2777000069618225},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2775999903678894},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.27149999141693115},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.2694999873638153},{"id":"https://openalex.org/C61265191","wikidata":"https://www.wikidata.org/wiki/Q767770","display_name":"Scale-invariant feature transform","level":3,"score":0.263700008392334},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.259799987077713}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10586-025-05662-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-025-05662-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-025-05662-w.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10586-025-05662-w","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-025-05662-w","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-025-05662-w.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322805","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414941505.pdf"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W2164598857","https://openalex.org/W2921056832","https://openalex.org/W2974198651","https://openalex.org/W2985595255","https://openalex.org/W3025800305","https://openalex.org/W3129282272","https://openalex.org/W3159481202","https://openalex.org/W3198294902","https://openalex.org/W4214520160","https://openalex.org/W4281787175","https://openalex.org/W4308436316","https://openalex.org/W4312964941","https://openalex.org/W4313156423","https://openalex.org/W4319163914","https://openalex.org/W4385325037","https://openalex.org/W4386065524","https://openalex.org/W4387497891","https://openalex.org/W4389131693","https://openalex.org/W4389612410","https://openalex.org/W4390873750","https://openalex.org/W4390874575","https://openalex.org/W4391307058","https://openalex.org/W4391331711","https://openalex.org/W4392197329","https://openalex.org/W4392688329","https://openalex.org/W4393154102","https://openalex.org/W4401784158","https://openalex.org/W4402922271","https://openalex.org/W4403391036","https://openalex.org/W4403896928","https://openalex.org/W4405240208","https://openalex.org/W4405703066","https://openalex.org/W4408146112","https://openalex.org/W4409248769","https://openalex.org/W4413146238","https://openalex.org/W4413146712","https://openalex.org/W4413332451","https://openalex.org/W6936491414"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"This":[1,152],"work":[2],"introduces":[3],"an":[4,95],"advanced":[5],"computer":[6],"vision":[7],"system":[8,28],"designed":[9],"for":[10,43,99,109,119,148,174],"real-time":[11,39],"auto-identification":[12],"(Auto-ID)":[13],"of":[14],"loads":[15,37],"in":[16,32,38,165,181],"industrial":[17,131,182],"and":[18,40,60,74,113,123,146,161,178],"logistics":[19,33,167],"environments,":[20],"optimized":[21,142],"through":[22],"a":[23,115,129,171],"fog":[24,149],"computing":[25,150],"architecture.":[26],"The":[27],"monitors":[29],"multiple":[30],"docks":[31],"warehouses,":[34],"identifying":[35],"pallet":[36,56],"providing":[41],"feedback":[42],"efficient":[44,82],"truck":[45],"loading":[46],"to":[47,80],"prevent":[48],"errors.":[49],"It":[50],"enhances":[51],"traditional":[52],"Auto-ID":[53],"by":[54,134],"incorporating":[55],"class":[57],"classification,":[58],"detection,":[59],"size":[61],"estimation,":[62,112],"utilizing":[63],"foundational":[64],"models,":[65],"such":[66],"as":[67],"DINOv2,":[68],"MobileNetV3,":[69],"SAM,":[70],"Depth":[71,75],"Anything":[72],"V2,":[73],"Pro,":[76],"alongside":[77],"few-shot":[78],"learning":[79],"generate":[81],"training":[83],"datasets":[84],"with":[85,141],"minimal":[86],"labeling":[87,177],"effort.":[88],"We":[89],"propose":[90],"three":[91],"key":[92],"innovations:":[93],"(1)":[94],"embedding":[96],"analysis":[97],"approach":[98],"precise":[100],"load":[101,121,179],"classification;":[102],"(2)":[103],"DINOv2-based":[104],"visual":[105],"feature":[106],"detection":[107],"solutions":[108,153],"bounding":[110],"box":[111],"(3)":[114],"depth-guided":[116],"segmentation":[117],"strategy":[118],"improved":[120],"isolation":[122],"measurement":[124],"accuracy.":[125],"Experimental":[126],"results":[127],"on":[128],"curated":[130],"dataset":[132],"compiled":[133],"us":[135],"demonstrate":[136],"high":[137],"mean":[138],"average":[139],"precision,":[140],"trade-offs":[143],"between":[144],"latency":[145],"accuracy":[147],"constraints.":[151],"reduces":[154],"cloud":[155],"dependency,":[156],"supports":[157],"rapid":[158],"online":[159],"updates,":[160],"ensures":[162],"robust":[163],"performance":[164],"dynamic":[166],"settings,":[168],"making":[169],"it":[170],"scalable":[172],"solution":[173],"automated":[175],"image":[176],"identification":[180],"applications.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}