{"id":"https://openalex.org/W4400645344","doi":"https://doi.org/10.1109/tcsvt.2024.3428589","title":"Knowledge Consistency Distillation for Weakly Supervised One Step Person Search","display_name":"Knowledge Consistency Distillation for Weakly Supervised One Step Person Search","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4400645344","doi":"https://doi.org/10.1109/tcsvt.2024.3428589"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3428589","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3428589","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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/A5101754035","display_name":"Zongyi Li","orcid":"https://orcid.org/0000-0002-4459-4977"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongyi Li","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-4459-4977","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021158772","display_name":"Yuxuan Shi","orcid":"https://orcid.org/0000-0001-7858-5369"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxuan Shi","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-7858-5369","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037263298","display_name":"Hefei Ling","orcid":"https://orcid.org/0000-0001-6797-7412"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hefei Ling","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-6797-7412","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006074303","display_name":"Jiazhong Chen","orcid":"https://orcid.org/0000-0003-2159-9393"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiazhong Chen","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-2159-9393","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078360341","display_name":"Runsheng Wang","orcid":"https://orcid.org/0000-0001-7078-681X"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runsheng Wang","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-7078-681X","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101634804","display_name":"Chengxin Zhao","orcid":"https://orcid.org/0000-0001-8269-9799"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengxin Zhao","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-8269-9799","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100391116","display_name":"Qian Wang","orcid":"https://orcid.org/0000-0002-8967-8525"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Wang","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078868082","display_name":"Shijuan Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijuan Huang","raw_affiliation_strings":["Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":1.2262,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.79794948,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"34","issue":"11","first_page":"11695","last_page":"11708"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9976999759674072,"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":0.9976999759674072,"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/T11106","display_name":"Data Management and Algorithms","score":0.9581000208854675,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9379000067710876,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.6417526006698608},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6252955198287964},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6006901264190674},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43694907426834106},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3683413565158844},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3588494658470154},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35091716051101685},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3331366181373596},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.0843571126461029},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.07675915956497192}],"concepts":[{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.6417526006698608},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6252955198287964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6006901264190674},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43694907426834106},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3683413565158844},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3588494658470154},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35091716051101685},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3331366181373596},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0843571126461029},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.07675915956497192}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3428589","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3428589","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1385929635","display_name":null,"funder_award_id":"62302186","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1529246711","display_name":null,"funder_award_id":"62372203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2599133925","display_name":"\u9762\u5411\u8fd1\u4f3c\u62f7\u8d1d\u641c\u7d22\u7684\u6df1\u5ea6\u8bed\u4e49\u54c8\u5e0c\u6280\u672f\u7814\u7a76","funder_award_id":"61972169","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G380432997","display_name":null,"funder_award_id":"2022M711251","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320329863","display_name":"Postdoctoral Innovation Project of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1690739335","https://openalex.org/W1821462560","https://openalex.org/W2194775991","https://openalex.org/W2795758732","https://openalex.org/W2883754639","https://openalex.org/W2884030607","https://openalex.org/W2887783173","https://openalex.org/W2895675617","https://openalex.org/W2904427185","https://openalex.org/W2912406707","https://openalex.org/W2943826729","https://openalex.org/W2963078173","https://openalex.org/W2963140444","https://openalex.org/W2963574614","https://openalex.org/W2963639915","https://openalex.org/W2963842104","https://openalex.org/W2963901085","https://openalex.org/W2971541692","https://openalex.org/W2982437619","https://openalex.org/W2982673782","https://openalex.org/W2984145721","https://openalex.org/W2986093954","https://openalex.org/W2990501368","https://openalex.org/W2996695408","https://openalex.org/W2997006708","https://openalex.org/W2997268173","https://openalex.org/W2998792609","https://openalex.org/W3014726960","https://openalex.org/W3034230918","https://openalex.org/W3034308694","https://openalex.org/W3034607353","https://openalex.org/W3035228163","https://openalex.org/W3035402405","https://openalex.org/W3084758420","https://openalex.org/W3092918212","https://openalex.org/W3093295834","https://openalex.org/W3100506510","https://openalex.org/W3105077954","https://openalex.org/W3106772544","https://openalex.org/W3116109061","https://openalex.org/W3117037827","https://openalex.org/W3125736290","https://openalex.org/W3127152723","https://openalex.org/W3130778992","https://openalex.org/W3164324758","https://openalex.org/W3170005157","https://openalex.org/W3173635859","https://openalex.org/W3174102142","https://openalex.org/W3174784837","https://openalex.org/W3175630131","https://openalex.org/W3175823695","https://openalex.org/W3176336223","https://openalex.org/W3177008256","https://openalex.org/W3177239166","https://openalex.org/W3187295906","https://openalex.org/W3199001931","https://openalex.org/W3205307530","https://openalex.org/W3205959870","https://openalex.org/W3215084804","https://openalex.org/W4214736485","https://openalex.org/W4221143041","https://openalex.org/W4225898543","https://openalex.org/W4285159170","https://openalex.org/W4285172749","https://openalex.org/W4288062118","https://openalex.org/W4292976131","https://openalex.org/W4297165174","https://openalex.org/W4308771336","https://openalex.org/W4312502666","https://openalex.org/W4312554764","https://openalex.org/W4312638165","https://openalex.org/W4312666664","https://openalex.org/W4312929415","https://openalex.org/W4312932696","https://openalex.org/W4313013512","https://openalex.org/W4313069218","https://openalex.org/W4322096648","https://openalex.org/W4365420259","https://openalex.org/W4382460786","https://openalex.org/W4385801304","https://openalex.org/W4386280813","https://openalex.org/W6637551013","https://openalex.org/W6767678356","https://openalex.org/W6810337382"],"related_works":["https://openalex.org/W3026162553","https://openalex.org/W1603736412","https://openalex.org/W2768175398","https://openalex.org/W2344382886","https://openalex.org/W4304185162","https://openalex.org/W19111321","https://openalex.org/W2412887479","https://openalex.org/W2061685118","https://openalex.org/W32245304","https://openalex.org/W3006282800"],"abstract_inverted_index":{"Weakly":[0],"supervised":[1,71,209],"person":[2,10,22,72,82,212,220,234],"search":[3,213,235],"targets":[4],"to":[5,47,86,105,157,195,204],"detect":[6],"and":[7,34,51,90,101,125,149,189,238],"identify":[8],"a":[9,25,61,206],"with":[11,38],"only":[12],"bounding":[13],"box":[14],"annotations.":[15],"Recent":[16],"approaches":[17],"have":[18],"focused":[19],"on":[20,231,245],"learning":[21],"relations":[23],"in":[24,162],"single":[26],"model,":[27],"ignoring":[28],"the":[29,32,39,76,88,107,110,116,120,132,143,159,164,171,184,187,197,216],"conflicts":[30,89],"between":[31,146,186],"detection":[33],"Re-ID":[35,53,113],"heads,":[36],"along":[37],"influence":[40],"of":[41,78,174,218],"background":[42,91],"elements,":[43],"which":[44,74],"may":[45],"lead":[46],"noisy":[48,175],"pseudo":[49],"labels":[50],"inaccurate":[52],"features.":[54],"To":[55,141],"address":[56],"this":[57],"challenge,":[58],"we":[59,153],"introduce":[60],"novel":[62],"framework":[63],"named":[64],"Knowledge":[65],"Consistency":[66],"Distillation":[67],"(KCD)":[68],"for":[69,211],"weakly":[70,208],"search,":[73],"explores":[75],"capabilities":[77],"an":[79,178],"advanced":[80],"unsupervised":[81,112,219],"re-identification":[83],"(Re-ID)":[84],"model":[85,161,210],"mitigate":[87],"influences.":[92],"We":[93],"propose":[94],"hierarchical":[95],"consistency":[96,103,118,130,180],"alignments,":[97],"including":[98],"feature-level,":[99],"cluster-level,":[100],"instance-level":[102,179],"alignment,":[104],"synchronize":[106],"knowledge":[108,166],"from":[109],"state-of-the-art":[111,229],"model.":[114],"Specifically,":[115],"feature-level":[117],"aligns":[119,131],"feature":[121],"through":[122],"both":[123],"context":[124],"relation":[126],"alignment.":[127],"The":[128],"cluster-level":[129,168],"teacher":[133,150],"cluster":[134,151,192],"information":[135],"by":[136,183,214],"reusing":[137],"its":[138,190],"OIM":[139],"module.":[140],"tackle":[142],"inconsistency":[144],"problem":[145],"student":[147,160],"instances":[148],"centroids,":[152],"incorporate":[154],"pseudo-label":[155],"refinement":[156],"assist":[158],"comprehending":[163],"teacher\u2019s":[165],"at":[167,247],"while":[169],"mitigating":[170],"negative":[172],"effects":[173],"labels.":[176],"Finally,":[177],"loss":[181],"weighted":[182],"similarity":[185],"instance":[188,199],"corresponding":[191],"is":[193],"proposed":[194],"align":[196],"positive":[198],"correlations.":[200],"Our":[201,240],"approach":[202],"aims":[203],"train":[205],"one-step":[207],"exploiting":[215],"characteristics":[217],"Re-ID.":[221],"Extensive":[222],"experiments":[223],"illustrate":[224],"that":[225],"our":[226],"method":[227],"achieves":[228],"performance":[230],"two":[232],"widely-used":[233],"datasets,":[236],"CUHK-SYSU":[237],"PRW.":[239],"code":[241],"will":[242],"be":[243],"available":[244],"GitHub":[246],"<uri":[248],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[249],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/zongyi1999/KCD</uri>.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}