{"id":"https://openalex.org/W4362578161","doi":"https://doi.org/10.3390/s23073678","title":"A Multi-Attention Approach for Person Re-Identification Using Deep Learning","display_name":"A Multi-Attention Approach for Person Re-Identification Using Deep Learning","publication_year":2023,"publication_date":"2023-04-02","ids":{"openalex":"https://openalex.org/W4362578161","doi":"https://doi.org/10.3390/s23073678","pmid":"https://pubmed.ncbi.nlm.nih.gov/37050738"},"language":"en","primary_location":{"id":"doi:10.3390/s23073678","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23073678","pdf_url":"https://www.mdpi.com/1424-8220/23/7/3678/pdf?version=1680415070","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/7/3678/pdf?version=1680415070","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084986398","display_name":"Shimaa Saber","orcid":"https://orcid.org/0009-0009-3169-3819"},"institutions":[{"id":"https://openalex.org/I63601056","display_name":"Menoufia University","ror":"https://ror.org/05sjrb944","country_code":"EG","type":"education","lineage":["https://openalex.org/I63601056"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Shimaa Saber","raw_affiliation_strings":["Information Technology Department, Faculty of Computers and Information, Menoufia University, Shibin El Kom 32511, Egypt"],"raw_orcid":"https://orcid.org/0009-0009-3169-3819","affiliations":[{"raw_affiliation_string":"Information Technology Department, Faculty of Computers and Information, Menoufia University, Shibin El Kom 32511, Egypt","institution_ids":["https://openalex.org/I63601056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084412445","display_name":"Souham Meshoul","orcid":"https://orcid.org/0000-0002-9072-5878"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Souham Meshoul","raw_affiliation_strings":["Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-9072-5878","affiliations":[{"raw_affiliation_string":"Department of Information Technology, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083613846","display_name":"Khalid Amin","orcid":"https://orcid.org/0000-0002-9594-8827"},"institutions":[{"id":"https://openalex.org/I63601056","display_name":"Menoufia University","ror":"https://ror.org/05sjrb944","country_code":"EG","type":"education","lineage":["https://openalex.org/I63601056"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Khalid Amin","raw_affiliation_strings":["Information Technology Department, Faculty of Computers and Information, Menoufia University, Shibin El Kom 32511, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-9594-8827","affiliations":[{"raw_affiliation_string":"Information Technology Department, Faculty of Computers and Information, Menoufia University, Shibin El Kom 32511, Egypt","institution_ids":["https://openalex.org/I63601056"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029857334","display_name":"Pawe\u0142 P\u0142awiak","orcid":"https://orcid.org/0000-0002-4317-2801"},"institutions":[{"id":"https://openalex.org/I24881138","display_name":"Cracow University of Technology","ror":"https://ror.org/00pdej676","country_code":"PL","type":"education","lineage":["https://openalex.org/I24881138"]},{"id":"https://openalex.org/I4210122744","display_name":"Institute of Theoretical and Applied Informatics","ror":"https://ror.org/037p52j25","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210122744","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"government","lineage":["https://openalex.org/I99542240"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Pawe\u0142 P\u0142awiak","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer Science and Telecommunications, Cracow University of Technology, Warszawska 24, 31-155 Krakow, Poland","Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Ba\u0142tycka 5, 44-100 Gliwice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-4317-2801","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer Science and Telecommunications, Cracow University of Technology, Warszawska 24, 31-155 Krakow, Poland","institution_ids":["https://openalex.org/I24881138"]},{"raw_affiliation_string":"Institute of Theoretical and Applied Informatics, Polish Academy of Sciences, Ba\u0142tycka 5, 44-100 Gliwice, Poland","institution_ids":["https://openalex.org/I4210122744","https://openalex.org/I99542240"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081161599","display_name":"Mohamed Hammad","orcid":"https://orcid.org/0000-0002-6506-3083"},"institutions":[{"id":"https://openalex.org/I63601056","display_name":"Menoufia University","ror":"https://ror.org/05sjrb944","country_code":"EG","type":"education","lineage":["https://openalex.org/I63601056"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Mohamed Hammad","raw_affiliation_strings":["Information Technology Department, Faculty of Computers and Information, Menoufia University, Shibin El Kom 32511, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-6506-3083","affiliations":[{"raw_affiliation_string":"Information Technology Department, Faculty of Computers and Information, Menoufia University, Shibin El Kom 32511, Egypt","institution_ids":["https://openalex.org/I63601056"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5029857334","https://openalex.org/A5081161599"],"corresponding_institution_ids":["https://openalex.org/I24881138","https://openalex.org/I4210122744","https://openalex.org/I63601056","https://openalex.org/I99542240"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2673},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2673},"fwci":2.6377,"has_fulltext":true,"cited_by_count":27,"citation_normalized_percentile":{"value":0.91302314,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"7","first_page":"3678","last_page":"3678"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":1.0,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":1.0,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9927999973297119,"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/T11448","display_name":"Face recognition and analysis","score":0.9923999905586243,"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/computer-science","display_name":"Computer science","score":0.8195401430130005},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.8116264343261719},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6917402148246765},{"id":"https://openalex.org/keywords/attention-network","display_name":"Attention network","score":0.6534329652786255},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6374443769454956},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5762348175048828},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.5272221565246582},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4476359486579895},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42366456985473633},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.36374908685684204}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8195401430130005},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.8116264343261719},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6917402148246765},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.6534329652786255},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6374443769454956},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5762348175048828},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5272221565246582},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4476359486579895},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42366456985473633},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.36374908685684204},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.3390/s23073678","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23073678","pdf_url":"https://www.mdpi.com/1424-8220/23/7/3678/pdf?version=1680415070","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37050738","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37050738","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10099207","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10099207","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10099207/pdf/sensors-23-03678.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:709f24bba441419abdb7950ca6d15132","is_oa":true,"landing_page_url":"https://doaj.org/article/709f24bba441419abdb7950ca6d15132","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 7, p 3678 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/7/3678/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23073678","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 7; Pages: 3678","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23073678","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23073678","pdf_url":"https://www.mdpi.com/1424-8220/23/7/3678/pdf?version=1680415070","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.6800000071525574}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4362578161.pdf"},"referenced_works_count":58,"referenced_works":["https://openalex.org/W41482161","https://openalex.org/W46454230","https://openalex.org/W1949591461","https://openalex.org/W1982925187","https://openalex.org/W2031489346","https://openalex.org/W2108598243","https://openalex.org/W2183341477","https://openalex.org/W2204750386","https://openalex.org/W2520774990","https://openalex.org/W2552537715","https://openalex.org/W2584637367","https://openalex.org/W2740096464","https://openalex.org/W2769555051","https://openalex.org/W2808541648","https://openalex.org/W2891175865","https://openalex.org/W2905297590","https://openalex.org/W2946574625","https://openalex.org/W2954400197","https://openalex.org/W2962588986","https://openalex.org/W2963637710","https://openalex.org/W2963842104","https://openalex.org/W2966094134","https://openalex.org/W2971765950","https://openalex.org/W2973134629","https://openalex.org/W2981393440","https://openalex.org/W2997534673","https://openalex.org/W2998619205","https://openalex.org/W3002544507","https://openalex.org/W3034236897","https://openalex.org/W3034552520","https://openalex.org/W3038125603","https://openalex.org/W3047605943","https://openalex.org/W3048578398","https://openalex.org/W3091766168","https://openalex.org/W3136038792","https://openalex.org/W3170723446","https://openalex.org/W3174983065","https://openalex.org/W3192420678","https://openalex.org/W3194557739","https://openalex.org/W3195983806","https://openalex.org/W3203067559","https://openalex.org/W3205929373","https://openalex.org/W4200146579","https://openalex.org/W4210547851","https://openalex.org/W4213057135","https://openalex.org/W4283389799","https://openalex.org/W4292604336","https://openalex.org/W4294967823","https://openalex.org/W4307902466","https://openalex.org/W4312450625","https://openalex.org/W4312622080","https://openalex.org/W4312923875","https://openalex.org/W4313121986","https://openalex.org/W4318485069","https://openalex.org/W4324359692","https://openalex.org/W6769216346","https://openalex.org/W6799345187","https://openalex.org/W6804497757"],"related_works":["https://openalex.org/W3208297503","https://openalex.org/W2905271011","https://openalex.org/W3119773509","https://openalex.org/W2889153461","https://openalex.org/W2964117661","https://openalex.org/W2619127353","https://openalex.org/W3164948662","https://openalex.org/W4289536128","https://openalex.org/W3128220219","https://openalex.org/W3153597579"],"abstract_inverted_index":{"Person":[0,15],"re-identification":[1],"(Re-ID)":[2],"is":[3,91],"a":[4,64,72,140,229,254],"method":[5,190,227,283],"for":[6,67,153,257,284],"identifying":[7],"the":[8,30,42,78,84,94,103,114,133,163,188,196,208,241,247,262,276,281],"same":[9],"individual":[10],"via":[11],"several":[12],"non-interfering":[13],"cameras.":[14],"Re-ID":[16,37,100,178,286],"has":[17],"been":[18],"felicitously":[19],"applied":[20],"to":[21,29,92,116],"an":[22],"assortment":[23],"of":[24,32,98,105,136,143,249,264,272,280],"computer":[25,288],"vision":[26,289],"applications.":[27,290],"Due":[28],"emergence":[31],"deep":[33],"learning":[34],"algorithms,":[35],"person":[36,68,99,177,258,285],"techniques,":[38],"which":[39,55],"often":[40],"involve":[41],"attention":[43,80,87,106],"module,":[44],"have":[45],"gained":[46],"remarkable":[47],"success.":[48],"Moreover,":[49],"people's":[50],"traits":[51],"are":[52],"mostly":[53],"similar,":[54],"makes":[56],"distinguishing":[57],"between":[58],"them":[59],"complicated.":[60],"This":[61],"paper":[62],"presents":[63],"novel":[65],"approach":[66],"Re-ID,":[69,259],"by":[70,122,260],"introducing":[71],"multi-part":[73,110,243],"feature":[74,111,244],"network,":[75,245],"that":[76,187],"combines":[77],"position":[79],"module":[81],"(PAM)":[82],"and":[83,96,119,126,138,161,182,195,203,213,216,221,233,237,251,267,278],"efficient":[85],"channel":[86,268],"(ECA).":[88],"The":[89,108,130,155,184,225,270],"goal":[90],"enhance":[93],"accuracy":[95,198],"robustness":[97],"methods":[101],"through":[102],"use":[104],"mechanisms.":[107],"proposed":[109,226,242],"network":[112],"employs":[113],"PAM":[115,131,250],"extract":[117],"robust":[118],"discriminative":[120],"features":[121,137],"utilizing":[123],"channel,":[124],"spatial,":[125,266],"temporal":[127],"context":[128],"information.":[129,269],"learns":[132],"spatial":[134],"interdependencies":[135],"extracts":[139],"greater":[141],"variety":[142],"contextual":[144],"information":[145],"from":[146],"local":[147,158],"elements,":[148],"hence":[149],"enhancing":[150],"their":[151],"capacity":[152],"representation.":[154],"ECA":[156],"captures":[157],"cross-channel":[159],"interaction":[160],"reduces":[162],"model's":[164],"complexity,":[165],"while":[166],"maintaining":[167],"accuracy.":[168],"Inclusive":[169],"experiments":[170],"were":[171],"executed":[172],"on":[173,207],"three":[174],"publicly":[175],"available":[176],"datasets:":[179],"Market-1501,":[180,211],"DukeMTMC,":[181],"CUHK-03.":[183],"outcomes":[185],"reveal":[186],"suggested":[189,282],"outperforms":[191],"existing":[192],"state-of-the-art":[193],"methods,":[194],"rank-1":[197],"can":[199,217],"achieve":[200],"95.93%,":[201],"89.77%,":[202],"73.21%":[204],"in":[205,287],"trials":[206],"public":[209],"datasets":[210],"DukeMTMC-reID,":[212],"CUHK03,":[214],"respectively,":[215],"reach":[218],"96.41%,":[219],"94.08%,":[220],"91.21%":[222],"after":[223],"re-ranking.":[224],"demonstrates":[228],"high":[230],"generalization":[231],"capability":[232],"improves":[234],"both":[235],"quantitative":[236],"qualitative":[238],"performance.":[239],"Finally,":[240],"with":[246],"combination":[248],"ECA,":[252],"offers":[253],"promising":[255],"solution":[256],"combining":[261],"benefits":[263],"temporal,":[265],"results":[271],"this":[273],"study":[274],"evidence":[275],"effectiveness":[277],"potential":[279]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":4}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
