{"id":"https://openalex.org/W4385343171","doi":"https://doi.org/10.1145/3611309","title":"Deep Learning for Logo Detection: A Survey","display_name":"Deep Learning for Logo Detection: A Survey","publication_year":2023,"publication_date":"2023-07-28","ids":{"openalex":"https://openalex.org/W4385343171","doi":"https://doi.org/10.1145/3611309"},"language":"en","primary_location":{"id":"doi:10.1145/3611309","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3611309","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3611309","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3611309","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012332153","display_name":"Sujuan Hou","orcid":"https://orcid.org/0000-0002-6547-6048"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sujuan Hou","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, China"],"raw_orcid":"https://orcid.org/0000-0002-6547-6048","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403791","display_name":"Jiacheng Li","orcid":"https://orcid.org/0009-0007-1308-2550"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiacheng Li","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, China"],"raw_orcid":"https://orcid.org/0009-0007-1308-2550","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039322394","display_name":"Weiqing Min","orcid":"https://orcid.org/0000-0001-6668-9208"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqing Min","raw_affiliation_strings":["Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0001-6668-9208","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101434445","display_name":"Qiang Hou","orcid":"https://orcid.org/0009-0000-6735-707X"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Hou","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, China"],"raw_orcid":"https://orcid.org/0009-0000-6735-707X","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019224830","display_name":"Yanna Zhao","orcid":"https://orcid.org/0000-0001-7154-6949"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanna Zhao","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, China"],"raw_orcid":"https://orcid.org/0000-0001-7154-6949","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007211501","display_name":"Yuanjie Zheng","orcid":"https://orcid.org/0000-0002-5786-2491"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanjie Zheng","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, China"],"raw_orcid":"https://orcid.org/0000-0002-5786-2491","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085719285","display_name":"Shuqiang Jiang","orcid":"https://orcid.org/0000-0002-1596-4326"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuqiang Jiang","raw_affiliation_strings":["Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, China"],"raw_orcid":"https://orcid.org/0000-0002-1596-4326","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, Chinese Academy of Sciences, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4286,"has_fulltext":true,"cited_by_count":25,"citation_normalized_percentile":{"value":0.90425582,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"20","issue":"3","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994999766349792,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9994999766349792,"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/T12707","display_name":"Vehicle License Plate Recognition","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9933000206947327,"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/logo","display_name":"Logo (programming language)","score":0.9133868217468262},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7754075527191162},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6379817724227905},{"id":"https://openalex.org/keywords/trademark","display_name":"Trademark","score":0.5784997940063477},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5521204471588135},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.5410901308059692},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4817335903644562},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.4650598168373108},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42865726351737976},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.37399929761886597},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3497474193572998}],"concepts":[{"id":"https://openalex.org/C2778720087","wikidata":"https://www.wikidata.org/wiki/Q201436","display_name":"Logo (programming language)","level":2,"score":0.9133868217468262},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7754075527191162},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6379817724227905},{"id":"https://openalex.org/C2779027411","wikidata":"https://www.wikidata.org/wiki/Q167270","display_name":"Trademark","level":2,"score":0.5784997940063477},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5521204471588135},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.5410901308059692},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4817335903644562},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.4650598168373108},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42865726351737976},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.37399929761886597},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3497474193572998},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3611309","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3611309","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3611309","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3611309","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3611309","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3611309","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1055903017","display_name":null,"funder_award_id":"62072289, 61972378, and U19B2040","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4099808365","display_name":"\u591a\u6a21\u6001\u573a\u666f\u5206\u6790\u53ca\u5730\u7406\u4f4d\u7f6e\u9884\u6d4b\u6280\u672f\u7814\u7a76","funder_award_id":"61972378","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6978151917","display_name":"\u9762\u5411\u4e92\u8054\u7f51\u77ed\u89c6\u9891\u6570\u636e\u7684Logo\u68c0\u6d4b\u6280\u672f\u7814\u7a76","funder_award_id":"62072289","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385343171.pdf","grobid_xml":"https://content.openalex.org/works/W4385343171.grobid-xml"},"referenced_works_count":102,"referenced_works":["https://openalex.org/W175761018","https://openalex.org/W191494004","https://openalex.org/W235483468","https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1797523785","https://openalex.org/W1965842729","https://openalex.org/W1969876830","https://openalex.org/W1980972548","https://openalex.org/W1988456737","https://openalex.org/W2003813371","https://openalex.org/W2016362286","https://openalex.org/W2025930809","https://openalex.org/W2031039904","https://openalex.org/W2031489346","https://openalex.org/W2034420818","https://openalex.org/W2041460282","https://openalex.org/W2044557744","https://openalex.org/W2067439266","https://openalex.org/W2077306310","https://openalex.org/W2080850829","https://openalex.org/W2088049833","https://openalex.org/W2141364309","https://openalex.org/W2145691982","https://openalex.org/W2193145675","https://openalex.org/W2312551284","https://openalex.org/W2412086704","https://openalex.org/W2440198081","https://openalex.org/W2526377930","https://openalex.org/W2562292368","https://openalex.org/W2563032747","https://openalex.org/W2565639579","https://openalex.org/W2570343428","https://openalex.org/W2574981201","https://openalex.org/W2583270354","https://openalex.org/W2596164567","https://openalex.org/W2610420510","https://openalex.org/W2613438755","https://openalex.org/W2618530766","https://openalex.org/W2732362752","https://openalex.org/W2761306103","https://openalex.org/W2769805767","https://openalex.org/W2776722832","https://openalex.org/W2789354923","https://openalex.org/W2807725832","https://openalex.org/W2886184223","https://openalex.org/W2888702093","https://openalex.org/W2898648851","https://openalex.org/W2918262194","https://openalex.org/W2948055876","https://openalex.org/W2953807672","https://openalex.org/W2963037989","https://openalex.org/W2963061259","https://openalex.org/W2963331658","https://openalex.org/W2963487083","https://openalex.org/W2964515244","https://openalex.org/W2974496547","https://openalex.org/W2992733631","https://openalex.org/W2997947223","https://openalex.org/W3004542414","https://openalex.org/W3015331896","https://openalex.org/W3034797636","https://openalex.org/W3042205019","https://openalex.org/W3086177860","https://openalex.org/W3086909276","https://openalex.org/W3089521815","https://openalex.org/W3096609285","https://openalex.org/W3106250896","https://openalex.org/W3117470356","https://openalex.org/W3120756466","https://openalex.org/W3126620246","https://openalex.org/W3129086776","https://openalex.org/W3130428959","https://openalex.org/W3161062021","https://openalex.org/W3162999735","https://openalex.org/W3179888767","https://openalex.org/W3185597348","https://openalex.org/W3190176246","https://openalex.org/W3192194028","https://openalex.org/W3193475269","https://openalex.org/W3195212372","https://openalex.org/W3195486924","https://openalex.org/W3196146923","https://openalex.org/W3197000636","https://openalex.org/W3200695650","https://openalex.org/W3205425349","https://openalex.org/W3205483721","https://openalex.org/W3206112721","https://openalex.org/W3206851260","https://openalex.org/W3209691732","https://openalex.org/W4212915707","https://openalex.org/W4226392248","https://openalex.org/W4239510810","https://openalex.org/W4281638504","https://openalex.org/W4283694395","https://openalex.org/W4287833490","https://openalex.org/W4294831670","https://openalex.org/W4294892943","https://openalex.org/W4300648829","https://openalex.org/W4306916604","https://openalex.org/W4311807293","https://openalex.org/W4316465235"],"related_works":["https://openalex.org/W4384856174","https://openalex.org/W4244820566","https://openalex.org/W2977662092","https://openalex.org/W2378475673","https://openalex.org/W4285545588","https://openalex.org/W2371230266","https://openalex.org/W4234523877","https://openalex.org/W2392759593","https://openalex.org/W4389567081","https://openalex.org/W2029950174"],"abstract_inverted_index":{"Logo":[0],"detection":[1,84,110,128,173],"has":[2],"gradually":[3],"become":[4],"a":[5,71],"research":[6],"hotspot":[7],"in":[8,33,60,129,181],"the":[9,58,107,124,146,151,155,168],"field":[10],"of":[11,74,82,97,106,117,126,157,171],"computer":[12],"vision":[13],"and":[14,27,49,94,112,115,135,140,149,174],"multimedia":[15],"for":[16,154],"its":[17],"various":[18,130],"applications,":[19],"such":[20],"as":[21],"social":[22],"media":[23],"monitoring,":[24],"intelligent":[25,133],"transportation,":[26],"video":[28],"advertising":[29],"recommendation.":[30],"Recent":[31],"advances":[32],"this":[34],"area":[35],"are":[36],"dominated":[37],"by":[38],"deep":[39,62],"learning-based":[40],"solutions,":[41],"where":[42],"many":[43],"datasets,":[44],"learning":[45,63,119],"strategies,":[46],"network":[47],"architectures,":[48],"loss":[50],"functions":[51],"have":[52],"been":[53],"employed.":[54],"This":[55,160],"article":[56],"reviews":[57],"advance":[59],"applying":[61],"techniques":[64],"to":[65,78,88,138,164,178],"logo":[66,83,109,127,158,172,182],"detection.":[67,159,183],"First,":[68],"we":[69,101,122,144],"discuss":[70],"comprehensive":[72],"account":[73],"public":[75],"datasets":[76],"designed":[77],"facilitate":[79],"performance":[80],"evaluation":[81],"algorithms,":[85],"which":[86],"tend":[87],"be":[89],"more":[90,92,95,176],"diverse,":[91],"challenging,":[93],"reflective":[96],"real":[98],"life.":[99],"Next,":[100],"perform":[102],"an":[103],"in-depth":[104],"analysis":[105],"existing":[108],"strategies":[111],"their":[113],"strengths":[114],"weaknesses":[116],"each":[118],"strategy.":[120],"Subsequently,":[121],"summarize":[123],"applications":[125],"fields,":[131],"from":[132],"transportation":[134],"brand":[136],"monitoring":[137],"copyright":[139],"trademark":[141],"compliance.":[142],"Finally,":[143],"analyze":[145],"potential":[147],"challenges":[148],"present":[150],"future":[152],"directions":[153],"development":[156],"study":[161],"aims":[162],"better":[163],"inform":[165],"readers":[166],"about":[167],"current":[169],"state":[170],"encourage":[175],"researchers":[177],"get":[179],"involved":[180]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}