{"id":"https://openalex.org/W4391878937","doi":"https://doi.org/10.3233/jifs-235135","title":"Easily deployable real-time detection method for small traffic signs","display_name":"Easily deployable real-time detection method for small traffic signs","publication_year":2024,"publication_date":"2024-02-16","ids":{"openalex":"https://openalex.org/W4391878937","doi":"https://doi.org/10.3233/jifs-235135"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-235135","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-235135","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-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/A5072875517","display_name":"Yaqin Li","orcid":"https://orcid.org/0000-0002-7431-2619"},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaqin Li","raw_affiliation_strings":["School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China","institution_ids":["https://openalex.org/I14116566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070198461","display_name":"Ziyi Zhang","orcid":"https://orcid.org/0000-0001-8720-9840"},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyi Zhang","raw_affiliation_strings":["School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China","institution_ids":["https://openalex.org/I14116566"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400922","display_name":"Yuan Cao","orcid":"https://orcid.org/0000-0002-8775-0626"},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Cao Yuan","raw_affiliation_strings":["School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China","institution_ids":["https://openalex.org/I14116566"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032438309","display_name":"Jing Hu","orcid":"https://orcid.org/0000-0002-9197-0453"},"institutions":[{"id":"https://openalex.org/I14116566","display_name":"Wuhan Polytechnic University","ror":"https://ror.org/05w0e5j23","country_code":"CN","type":"education","lineage":["https://openalex.org/I14116566"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Hu","raw_affiliation_strings":["School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan, China","institution_ids":["https://openalex.org/I14116566"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100400922"],"corresponding_institution_ids":["https://openalex.org/I14116566"],"apc_list":null,"apc_paid":null,"fwci":0.3283,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.5198062,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"46","issue":"4","first_page":"8411","last_page":"8424"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12597","display_name":"Fire Detection and Safety Systems","score":0.9911999702453613,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/computer-science","display_name":"Computer science","score":0.7366844415664673},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5291013717651367}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7366844415664673},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5291013717651367}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-235135","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-235135","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2887486889","https://openalex.org/W2949817882","https://openalex.org/W2953622767","https://openalex.org/W3147030580","https://openalex.org/W3177257859","https://openalex.org/W4212863773","https://openalex.org/W4294069264","https://openalex.org/W4294251721","https://openalex.org/W4310117546","https://openalex.org/W4312183515","https://openalex.org/W4317624340","https://openalex.org/W4376643061","https://openalex.org/W4379468926","https://openalex.org/W4386380484","https://openalex.org/W4389051589"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Traffic":[0],"sign":[1,199,267],"detection":[2,23,64,77,200],"technology":[3],"plays":[4],"an":[5,27,116,208],"important":[6],"role":[7],"in":[8,72,261,274],"driver":[9],"assistance":[10],"systems":[11],"and":[12,52,94,113,122,138,190,228,232,278,280],"automated":[13],"driving":[14],"systems.":[15],"This":[16,248],"paper":[17,56],"proposes":[18],"DeployEase-YOLO,":[19],"a":[20,61,129,191,196,214,239,254,285],"real-time":[21],"high-precision":[22],"scheme":[24],"based":[25,44],"on":[26,39,45,194,295],"adaptive":[28,117],"scaling":[29,103,118],"channel":[30,119],"pruning":[31,120,132],"strategy,":[32,121],"to":[33,66,74,128,163,203,230],"facilitate":[34],"the":[35,46,67,76,104,108,123,145,148,152,155,161,164,167,174,182,218,224,235,245,251,262,282,293],"deployment":[36,291],"of":[37,48,58,70,79,90,101,136,147,154,211,226,234,242,244,257,264,276,284,292],"detectors":[38],"edge":[40],"devices.":[41,297],"More":[42],"specifically,":[43],"characteristics":[47],"small":[49,62,80,265],"traffic":[50,81,198,266],"signs":[51],"complex":[53],"background,":[54],"this":[55],"first":[57],"all":[59],"adds":[60],"target":[63],"layer":[65],"basic":[68],"architecture":[69],"YOLOv5":[71],"order":[73],"improve":[75],"accuracy":[78,189,210,277],"signs.Then,":[82],"when":[83],"capturing":[84],"specific":[85],"scenes":[86],"with":[87,238],"large":[88],"fields":[89],"view,":[91],"higher":[92,188],"resolution":[93],"richer":[95],"pixel":[96],"information":[97],"are":[98],"preserved":[99],"instead":[100],"directly":[102],"image":[105,157],"size.":[106],"Finally,":[107],"network":[109,125,149,287],"structure":[110,150,288],"is":[111,126,140],"pruned":[112,124],"compressed":[114,240,286],"using":[115],"subjected":[127],"secondary":[130],"sparse":[131],"operation.":[133],"The":[134,269],"number":[135,225],"parameters":[137,227],"computations":[139,229],"greatly":[141],"reduced":[142],"without":[143],"increasing":[144],"depth":[146],"or":[151],"influence":[153],"input":[156],"size,":[158],"thus":[159],"compressing":[160],"model":[162,175,183,294],"minimum":[165],"within":[166],"compressible":[168],"range.":[169],"Experimental":[170,178],"results":[171,179],"show":[172,180],"that":[173,181,250,289],"trained":[176,184],"by":[177,185],"DeployEase-YOLO":[186,206,252],"achieves":[187,207],"smaller":[192],"size":[193],"TT100k,":[195],"challenging":[197],"dataset.":[201],"Compared":[202],"existing":[204,272],"methods,":[205],"average":[209],"93.3%,":[212],"representing":[213],"1.3%":[215],"improvement":[216],"over":[217],"state-of-the-art":[219],"YOLOv7":[220],"network,":[221],"while":[222],"reducing":[223],"41.69%":[231],"59.98%":[233],"original,":[236],"respectively,":[237],"volume":[241],"53.22%":[243],"previous":[246],"one.":[247],"proves":[249],"has":[253,281],"great":[255],"deal":[256],"potential":[258],"for":[259],"use":[260],"area":[263],"detection.":[268],"algorithm":[270],"outperforms":[271],"methods":[273],"terms":[275],"speed,":[279],"advantage":[283],"facilitates":[290],"resource-limited":[296]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
