{"id":"https://openalex.org/W3178005553","doi":"https://doi.org/10.1109/tcds.2021.3096546","title":"Construction of Diverse DropBlock Branches for Person Reidentification","display_name":"Construction of Diverse DropBlock Branches for Person Reidentification","publication_year":2021,"publication_date":"2021-07-12","ids":{"openalex":"https://openalex.org/W3178005553","doi":"https://doi.org/10.1109/tcds.2021.3096546","mag":"3178005553"},"language":"en","primary_location":{"id":"doi:10.1109/tcds.2021.3096546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2021.3096546","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive and Developmental 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/A5029552346","display_name":"Xiaofu Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaofu Wu","raw_affiliation_strings":["National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015630434","display_name":"Ben Xie","orcid":"https://orcid.org/0009-0007-4092-1655"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ben Xie","raw_affiliation_strings":["National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100398013","display_name":"Yuxin Zhang","orcid":"https://orcid.org/0000-0001-6433-2678"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Zhang","raw_affiliation_strings":["National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013562585","display_name":"Shiliang Zhao","orcid":"https://orcid.org/0009-0009-2466-8033"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiliang Zhao","raw_affiliation_strings":["National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"National Engineering Research Center of Communications and Networking, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072562533","display_name":"Suofei Zhang","orcid":"https://orcid.org/0000-0003-4116-7555"},"institutions":[{"id":"https://openalex.org/I41198531","display_name":"Nanjing University of Posts and Telecommunications","ror":"https://ror.org/043bpky34","country_code":"CN","type":"education","lineage":["https://openalex.org/I41198531"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Suofei Zhang","raw_affiliation_strings":["School of Internet of Things, Nanjing University of Posts and Telecommunications, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"School of Internet of Things, Nanjing University of Posts and Telecommunications, Nanjing, China","institution_ids":["https://openalex.org/I41198531"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5029552346"],"corresponding_institution_ids":["https://openalex.org/I41198531"],"apc_list":null,"apc_paid":null,"fwci":0.3876,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.60438545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"14","issue":"3","first_page":"1296","last_page":"1300"},"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9944999814033508,"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":0.9925000071525574,"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":0.8115659356117249},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6301656365394592},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5961780548095703},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5757582783699036},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5516965985298157},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.47725269198417664},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47063112258911133},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.41017773747444153},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.14125987887382507},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10280868411064148},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.07148444652557373}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8115659356117249},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6301656365394592},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5961780548095703},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5757582783699036},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5516965985298157},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.47725269198417664},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47063112258911133},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.41017773747444153},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.14125987887382507},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10280868411064148},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.07148444652557373},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcds.2021.3096546","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcds.2021.3096546","pdf_url":null,"source":{"id":"https://openalex.org/S2488537894","display_name":"IEEE Transactions on Cognitive and Developmental Systems","issn_l":"2379-8920","issn":["2379-8920","2379-8939"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cognitive and Developmental Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7877612717","display_name":null,"funder_award_id":"61671253","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8038958343","display_name":null,"funder_award_id":"61372123","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1982925187","https://openalex.org/W2204750386","https://openalex.org/W2511791013","https://openalex.org/W2520774990","https://openalex.org/W2598634450","https://openalex.org/W2604211872","https://openalex.org/W2746314669","https://openalex.org/W2795758732","https://openalex.org/W2884366600","https://openalex.org/W2896234850","https://openalex.org/W2901862901","https://openalex.org/W2902087844","https://openalex.org/W2912406707","https://openalex.org/W2944108536","https://openalex.org/W2954765307","https://openalex.org/W2962691289","https://openalex.org/W2962766801","https://openalex.org/W2963842104","https://openalex.org/W2963910742","https://openalex.org/W2967515867","https://openalex.org/W2971802465","https://openalex.org/W2979931389","https://openalex.org/W2980073905","https://openalex.org/W2980827638","https://openalex.org/W2981420411","https://openalex.org/W2984040540","https://openalex.org/W2986093954","https://openalex.org/W2990827756","https://openalex.org/W2993857171","https://openalex.org/W2998508940","https://openalex.org/W3036606560","https://openalex.org/W3100506510","https://openalex.org/W3100507239","https://openalex.org/W6732403188","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W2380602769","https://openalex.org/W3033962221","https://openalex.org/W2737894786","https://openalex.org/W4281727267","https://openalex.org/W3081916692","https://openalex.org/W2366828174","https://openalex.org/W3200911727","https://openalex.org/W2073457290","https://openalex.org/W2305465023","https://openalex.org/W4286588246"],"abstract_inverted_index":{"In":[0,63],"this":[1,35,61],"article,":[2],"we":[3,52,65],"propose":[4,53],"to":[5,49],"use":[6,77,112],"the":[7,40,45,68,76,94,111,120],"data":[8,103],"augmentation":[9],"of":[10,29,39,78,113],"batch":[11],"drop-block":[12],"with":[13,75],"varying":[14],"dropping":[15,80,85,115],"ratios":[16],"for":[17,59,87],"constructing":[18],"diversity-achieving":[19],"branches":[20,81,116],"in":[21],"person":[22,101],"reidentification":[23],"(Re-ID).":[24],"Since":[25],"a":[26,54],"considerable":[27],"portion":[28],"input":[30],"images":[31],"may":[32],"be":[33,72],"dropped,":[34],"reinforces":[36],"feature":[37,69],"learning":[38],"un-dropped":[41],"region":[42],"but":[43],"makes":[44],"training":[46],"process":[47],"hard":[48],"converge.":[50],"Hence,":[51],"novel":[55],"double-batch-split":[56],"co-training":[57],"approach":[58],"remedying":[60],"problem.":[62],"particular,":[64],"show":[66],"that":[67,93],"diversity":[70],"can":[71,117],"well":[73],"achieved":[74],"multiple":[79],"by":[82],"setting":[83],"individual":[84],"ratio":[86],"each":[88],"branch.":[89],"Empirical":[90],"evidence":[91],"demonstrates":[92],"proposed":[95],"method":[96],"performs":[97],"competitively":[98],"on":[99],"popular":[100],"Re-ID":[102],"sets,":[104],"including":[105],"Market-1501,":[106],"DukeMTMC-reID,":[107],"and":[108,110],"CUHK03,":[109],"more":[114],"further":[118],"boost":[119],"performance.":[121],"Source":[122],"code":[123],"is":[124],"available":[125],"at":[126],"<uri":[127],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[128],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/AI-NERC-NUPT/DDB</uri>":[129],".":[130]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}