{"id":"https://openalex.org/W4386598330","doi":"https://doi.org/10.1109/icip49359.2023.10222660","title":"SiamCLIM: Text-Based Pedestrian Search Via Multi-Modal Siamese Contrastive Learning","display_name":"SiamCLIM: Text-Based Pedestrian Search Via Multi-Modal Siamese Contrastive Learning","publication_year":2023,"publication_date":"2023-09-11","ids":{"openalex":"https://openalex.org/W4386598330","doi":"https://doi.org/10.1109/icip49359.2023.10222660"},"language":"en","primary_location":{"id":"doi:10.1109/icip49359.2023.10222660","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icip49359.2023.10222660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-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/A5108826321","display_name":"Runlin Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I12615008","display_name":"Beijing Normal University - Hong Kong Baptist University United International College","ror":"https://ror.org/04snvc712","country_code":"CN","type":"education","lineage":["https://openalex.org/I12615008"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Runlin Huang","raw_affiliation_strings":["BNU-HKBU United International College,Department of Computer Science and Technology","Department of Computer Science and Technology, BNU-HKBU United International College"],"affiliations":[{"raw_affiliation_string":"BNU-HKBU United International College,Department of Computer Science and Technology","institution_ids":["https://openalex.org/I12615008"]},{"raw_affiliation_string":"Department of Computer Science and Technology, BNU-HKBU United International College","institution_ids":["https://openalex.org/I12615008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102871479","display_name":"Shuyang Wu","orcid":"https://orcid.org/0000-0001-9406-191X"},"institutions":[{"id":"https://openalex.org/I98677209","display_name":"University of Edinburgh","ror":"https://ror.org/01nrxwf90","country_code":"GB","type":"education","lineage":["https://openalex.org/I98677209"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shuyang Wu","raw_affiliation_strings":["University of Edinburgh"],"affiliations":[{"raw_affiliation_string":"University of Edinburgh","institution_ids":["https://openalex.org/I98677209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031192579","display_name":"Leiping Jie","orcid":"https://orcid.org/0000-0001-9387-8477"},"institutions":[{"id":"https://openalex.org/I12615008","display_name":"Beijing Normal University - Hong Kong Baptist University United International College","ror":"https://ror.org/04snvc712","country_code":"CN","type":"education","lineage":["https://openalex.org/I12615008"]},{"id":"https://openalex.org/I141568987","display_name":"Hong Kong Baptist University","ror":"https://ror.org/0145fw131","country_code":"HK","type":"education","lineage":["https://openalex.org/I141568987"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Leiping Jie","raw_affiliation_strings":["BNU-HKBU United International College,Department of Computer Science and Technology","Department of Computer Science, Hong Kong Baptist University","Department of Computer Science and Technology, BNU-HKBU United International College"],"affiliations":[{"raw_affiliation_string":"BNU-HKBU United International College,Department of Computer Science and Technology","institution_ids":["https://openalex.org/I12615008"]},{"raw_affiliation_string":"Department of Computer Science, Hong Kong Baptist University","institution_ids":["https://openalex.org/I141568987"]},{"raw_affiliation_string":"Department of Computer Science and Technology, BNU-HKBU United International College","institution_ids":["https://openalex.org/I12615008"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018096364","display_name":"Xinxin Zuo","orcid":"https://orcid.org/0000-0002-7116-9634"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xinxin Zuo","raw_affiliation_strings":["University of Alberta"],"affiliations":[{"raw_affiliation_string":"University of Alberta","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100341698","display_name":"Hui Zhang","orcid":"https://orcid.org/0000-0002-1681-7926"},"institutions":[{"id":"https://openalex.org/I12615008","display_name":"Beijing Normal University - Hong Kong Baptist University United International College","ror":"https://ror.org/04snvc712","country_code":"CN","type":"education","lineage":["https://openalex.org/I12615008"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Zhang","raw_affiliation_strings":["BNU-HKBU United International College,Department of Computer Science and Technology","Department of Computer Science and Technology, BNU-HKBU United International College"],"affiliations":[{"raw_affiliation_string":"BNU-HKBU United International College,Department of Computer Science and Technology","institution_ids":["https://openalex.org/I12615008"]},{"raw_affiliation_string":"Department of Computer Science and Technology, BNU-HKBU United International College","institution_ids":["https://openalex.org/I12615008"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5108826321"],"corresponding_institution_ids":["https://openalex.org/I12615008"],"apc_list":null,"apc_paid":null,"fwci":0.1228,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.41303166,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"119","issue":null,"first_page":"1800","last_page":"1804"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9997000098228455,"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":0.9997000098228455,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9997000098228455,"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":0.9983000159263611,"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":0.8059773445129395},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7943402528762817},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.7283846735954285},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.6910430788993835},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6377123594284058},{"id":"https://openalex.org/keywords/pedestrian","display_name":"Pedestrian","score":0.5927236676216125},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5697481632232666},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5387549996376038},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.49811649322509766},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.46742933988571167},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.41725385189056396},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.412395179271698},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.12483128905296326},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06893634796142578},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06719908118247986}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8059773445129395},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7943402528762817},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.7283846735954285},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.6910430788993835},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6377123594284058},{"id":"https://openalex.org/C2777113093","wikidata":"https://www.wikidata.org/wiki/Q221488","display_name":"Pedestrian","level":2,"score":0.5927236676216125},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5697481632232666},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5387549996376038},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.49811649322509766},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.46742933988571167},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.41725385189056396},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.412395179271698},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.12483128905296326},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06893634796142578},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06719908118247986},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icip49359.2023.10222660","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icip49359.2023.10222660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.7200000286102295}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324202","display_name":"Guangdong Science and Technology Department","ror":"https://ror.org/00tjzgn92"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1583837637","https://openalex.org/W2012210378","https://openalex.org/W2194775991","https://openalex.org/W2562153041","https://openalex.org/W2883311563","https://openalex.org/W2892365423","https://openalex.org/W2894786240","https://openalex.org/W2963449390","https://openalex.org/W2964130064","https://openalex.org/W2980998396","https://openalex.org/W2996695408","https://openalex.org/W3005680577","https://openalex.org/W3095440956","https://openalex.org/W3105077954","https://openalex.org/W3165835426","https://openalex.org/W3171007011","https://openalex.org/W3173340408","https://openalex.org/W3188759926","https://openalex.org/W3189221782","https://openalex.org/W4283818632","https://openalex.org/W4293363567","https://openalex.org/W6631190155","https://openalex.org/W6640212811","https://openalex.org/W6777275738","https://openalex.org/W6779326418","https://openalex.org/W6791353385","https://openalex.org/W6802411921"],"related_works":["https://openalex.org/W2965546495","https://openalex.org/W4389116644","https://openalex.org/W2153315159","https://openalex.org/W3103844505","https://openalex.org/W2392100589","https://openalex.org/W259157601","https://openalex.org/W4205463238","https://openalex.org/W2512789322","https://openalex.org/W2761785940","https://openalex.org/W2378211422"],"abstract_inverted_index":{"Text-based":[0],"pedestrian":[1],"search":[2],"(TBPS)":[3],"aims":[4],"at":[5],"retrieving":[6],"target":[7],"persons":[8],"from":[9,33],"the":[10,38,71,84,94,99,104,115],"image":[11],"gallery":[12],"through":[13,61],"descriptive":[14],"text":[15,74],"queries.":[16],"Despite":[17],"remarkable":[18],"progress":[19],"in":[20,123],"recent":[21],"state-of-the-art":[22,85,112],"approaches,":[23],"previous":[24],"works":[25],"still":[26],"struggle":[27],"to":[28,69],"efficiently":[29],"extract":[30],"discriminative":[31],"features":[32],"multi-modal":[34],"data.":[35],"To":[36],"address":[37],"problem":[39],"of":[40,125],"cross-modal":[41,88],"fine-grained":[42,89],"text-to-image,":[43],"we":[44],"proposed":[45],"a":[46],"novel":[47],"Siamese":[48],"Contrastive":[49],"Language-Image":[50],"Model":[51],"(SiamCLIM).":[52],"The":[53],"model":[54,81,110],"implements":[55],"textual":[56],"description":[57],"and":[58,65,75,103,113,121,128],"target-person":[59],"interaction":[60],"deep":[62],"bilateral":[63],"projection,":[64],"siamese":[66],"network":[67],"structure":[68],"capture":[70],"relationship":[72],"between":[73],"image.":[76],"Experiments":[77],"show":[78],"that":[79,108],"our":[80,109],"significantly":[82],"outperforms":[83,114],"methods":[86,117],"on":[87,98],"matching":[90],"tasks.":[91],"We":[92],"conduct":[93],"downstream":[95],"task":[96],"experiments":[97],"benchmark":[100],"dataset":[101],"CUHK-PEDES":[102],"experimental":[105],"results":[106],"demonstrate":[107],"is":[111],"current":[116],"by":[118],"11.55%,":[119],"11.02%,":[120],"7.76%":[122],"terms":[124],"top-1,":[126],"top-5,":[127],"top-10":[129],"accuracy,":[130],"respectively.":[131]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}