{"id":"https://openalex.org/W4306654968","doi":"https://doi.org/10.1002/spy2.276","title":"Blockchain\u2010based object detection scheme using federated learning","display_name":"Blockchain\u2010based object detection scheme using federated learning","publication_year":2022,"publication_date":"2022-10-17","ids":{"openalex":"https://openalex.org/W4306654968","doi":"https://doi.org/10.1002/spy2.276"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1002/spy2.276","pdf_url":null,"source":{"id":"https://openalex.org/S4210233143","display_name":"Security and Privacy","issn_l":"2475-6725","issn":["2475-6725"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"journal-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/A5035959206","display_name":"Kaushal Shah","orcid":"https://orcid.org/0000-0002-8494-9752"},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Petroleum University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kaushal Shah","raw_affiliation_strings":["Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I33586908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062435000","display_name":"Sarth Kanani","orcid":null},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Petroleum University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sarth Kanani","raw_affiliation_strings":["Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I33586908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001029128","display_name":"Shivam Patel","orcid":"https://orcid.org/0000-0002-0998-1381"},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Petroleum University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shivam Patel","raw_affiliation_strings":["Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I33586908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069144386","display_name":"Manan Devani","orcid":null},"institutions":[{"id":"https://openalex.org/I33586908","display_name":"Pandit Deendayal Petroleum University","ror":"https://ror.org/02nsv5p42","country_code":"IN","type":"education","lineage":["https://openalex.org/I33586908"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Manan Devani","raw_affiliation_strings":["Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, School of Technology, Pandit Deendayal Energy University (PDEU), Gandhinagar, Gujarat, India","institution_ids":["https://openalex.org/I33586908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089077811","display_name":"Sudeep Tanwar","orcid":"https://orcid.org/0000-0002-1776-4651"},"institutions":[{"id":"https://openalex.org/I165831266","display_name":"Nirma University","ror":"https://ror.org/05qkq7x38","country_code":"IN","type":"education","lineage":["https://openalex.org/I165831266"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sudeep Tanwar","raw_affiliation_strings":["Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad, Gujarat, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Institute of Technology, Nirma University, Ahmedabad, Gujarat, India","institution_ids":["https://openalex.org/I165831266"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020399494","display_name":"Amit Verma","orcid":"https://orcid.org/0000-0003-0479-1594"},"institutions":[{"id":"https://openalex.org/I101407740","display_name":"Chandigarh University","ror":"https://ror.org/05t4pvx35","country_code":"IN","type":"education","lineage":["https://openalex.org/I101407740"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Verma","raw_affiliation_strings":["Department of Computer Science Engineering, University Centre for Research & Development, Chandigarh University, Mohali, Punjab, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science Engineering, University Centre for Research & Development, Chandigarh University, Mohali, Punjab, India","institution_ids":["https://openalex.org/I101407740"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056113902","display_name":"Ravi Sharma","orcid":"https://orcid.org/0000-0002-8584-9753"},"institutions":[{"id":"https://openalex.org/I5847235","display_name":"University of Petroleum and Energy Studies","ror":"https://ror.org/04q2jes40","country_code":"IN","type":"education","lineage":["https://openalex.org/I5847235"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ravi Sharma","raw_affiliation_strings":["Centre for Inter-Disciplinary Research and Innovation, University of Petroleum and Energy Studies, Dehradun, India"],"affiliations":[{"raw_affiliation_string":"Centre for Inter-Disciplinary Research and Innovation, University of Petroleum and Energy Studies, Dehradun, India","institution_ids":["https://openalex.org/I5847235"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5089077811"],"corresponding_institution_ids":["https://openalex.org/I165831266"],"apc_list":{"value":3140,"currency":"USD","value_usd":3140,"provenance":"doaj"},"apc_paid":null,"fwci":0.648,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.685436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":80,"max":83},"biblio":{"volume":"6","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9866,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.975,"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/upload","display_name":"Upload","score":0.6856032},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated Learning","score":0.4376348},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data Sharing","score":0.4240798}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8116757},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6856032},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5470281},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4651998},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.46215943},{"id":"https://openalex.org/C165136773","wikidata":"https://www.wikidata.org/wiki/Q1363179","display_name":"Single point of failure","level":2,"score":0.44540563},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4376348},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.4240798},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40535933},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39276093},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37103093},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36974835},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.15421274},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10005036},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1002/spy2.276","pdf_url":null,"source":{"id":"https://openalex.org/S4210233143","display_name":"Security and Privacy","issn_l":"2475-6725","issn":["2475-6725"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":40,"referenced_works":["https://openalex.org/W2055938280","https://openalex.org/W2791729165","https://openalex.org/W2924387646","https://openalex.org/W2951832089","https://openalex.org/W2962998973","https://openalex.org/W2963158275","https://openalex.org/W2970606380","https://openalex.org/W2982514609","https://openalex.org/W2996405275","https://openalex.org/W3002224656","https://openalex.org/W3006403513","https://openalex.org/W3011892127","https://openalex.org/W3019945581","https://openalex.org/W3027660820","https://openalex.org/W3033672530","https://openalex.org/W3037913917","https://openalex.org/W3044353698","https://openalex.org/W3047940505","https://openalex.org/W3048859271","https://openalex.org/W3048952889","https://openalex.org/W3051272477","https://openalex.org/W3087463235","https://openalex.org/W3092863441","https://openalex.org/W3106250896","https://openalex.org/W3106877051","https://openalex.org/W3110646753","https://openalex.org/W3124379208","https://openalex.org/W3137531938","https://openalex.org/W3160260334","https://openalex.org/W3161976591","https://openalex.org/W3163893137","https://openalex.org/W3182158470","https://openalex.org/W3187784948","https://openalex.org/W3188938511","https://openalex.org/W3207475467","https://openalex.org/W4200388124","https://openalex.org/W4210838396","https://openalex.org/W4220698464","https://openalex.org/W4226237992","https://openalex.org/W4281477602"],"related_works":["https://openalex.org/W4313328170","https://openalex.org/W4285814369","https://openalex.org/W4229450262","https://openalex.org/W4210632288","https://openalex.org/W4210630707","https://openalex.org/W4207080441","https://openalex.org/W3083451385","https://openalex.org/W3081783560","https://openalex.org/W3004113061","https://openalex.org/W2617307344"],"abstract_inverted_index":{"Abstract":[0],"The":[1,211],"rapid":[2],"development":[3],"of":[4,16,22,47,142,150,259],"computing":[5],"devices":[6],"and":[7,85,119,133,152,236,245],"automation":[8],"in":[9,69,111,128,146,163],"various":[10,156,221],"fields":[11],"drastically":[12],"increased":[13],"the":[14,20,31,55,59,71,97,109,129,140,160,177,200,205,209,252,262],"growth":[15],"data,":[17],"which":[18,70],"promotes":[19],"usage":[21],"machine":[23],"learning":[24,65],"(ML)":[25],"techniques":[26],"to":[27,41,57,126,155,249],"get":[28],"insights":[29],"from":[30,208],"generated":[32],"data.":[33],"However,":[34,100],"data":[35,50,112],"processed":[36],"by":[37,159,179],"ML":[38],"algorithms":[39],"lead":[40,125],"several":[42,193],"privacy":[43],"issues,":[44],"including":[45],"leakage":[46],"users'":[48],"biometric":[49],"while":[51],"sharing":[52],"it":[53],"through":[54],"network":[56],"train":[58],"object":[60,170,214,263],"detection":[61,171,215,264],"model.":[62],"Therefore,":[63],"federated":[64],"(FL)":[66],"was":[67],"introduced,":[68],"models":[72,187],"are":[73,79,103,197],"trained":[74],"locally;":[75],"only":[76],"model":[77,94,132,195,207,216,254],"parameters":[78,196,239],"shared":[80],"between":[81],"central":[82],"authority":[83],"(CA)":[84],"end":[86],"nodes.":[87],"They":[88],"will":[89],"eventually":[90],"maintain":[91],"a":[92,143,147,168],"common":[93,130],"for":[95,220],"all":[96],"participating":[98],"devices.":[99],"many":[101],"problems":[102,123],"associated":[104],"with":[105],"FL,":[106],"such":[107,223,240],"as":[108,224,241],"difference":[110],"consumption":[113],"rate,":[114],"training":[115],"capabilities,":[116],"geographical":[117],"challenges,":[118],"storage":[120],"capacity.":[121],"These":[122],"might":[124],"differences":[127],"global":[131,206,212],"thus":[134],"an":[135,256],"inefficient":[136],"FL":[137,174],"approach.":[138],"Moreover,":[139],"presence":[141],"CA":[144,178],"results":[145],"single":[148],"point":[149],"failure":[151],"is":[153],"vulnerable":[154],"attacks.":[157],"Motivated":[158],"aforementioned":[161],"discussion,":[162],"this":[164],"article,":[165],"we":[166],"propose":[167],"blockchain\u2010based":[169],"scheme":[172],"using":[173,180],"that":[175],"eliminates":[176],"distributed":[181],"InterPlanetary":[182],"File":[183],"System":[184],"(IPFS).":[185],"Global":[186],"can":[188,203],"be":[189],"aggregated":[190,213],"periodically":[191],"when":[192],"local":[194],"uploaded":[198],"on":[199,261],"IPFS.":[201,210],"Nodes":[202],"fetch":[204],"has":[217],"been":[218],"evaluated":[219],"scenarios":[222,265],"human":[225],"face":[226],"detection,":[227,229,232,235],"animal":[228],"unsafe":[230],"content":[231],"noteworthy":[233],"vehicle":[234],"performance":[237],"evaluation":[238],"accuracy,":[242],"precision,":[243],"recall,":[244],"end\u2010to\u2010end":[246],"latency.":[247],"Compared":[248],"traditional":[250],"models,":[251],"proposed":[253],"achieved":[255],"average":[257],"accuracy":[258],"92.75%":[260],"mentioned":[266],"above.":[267]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4306654968","counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2}],"updated_date":"2025-01-06T16:31:19.394040","created_date":"2022-10-18"}