{"id":"https://openalex.org/W4312880818","doi":"https://doi.org/10.1109/iscas48785.2022.9937583","title":"TAFNet: A Three-Stream Adaptive Fusion Network for RGB-T Crowd Counting","display_name":"TAFNet: A Three-Stream Adaptive Fusion Network for RGB-T Crowd Counting","publication_year":2022,"publication_date":"2022-05-28","ids":{"openalex":"https://openalex.org/W4312880818","doi":"https://doi.org/10.1109/iscas48785.2022.9937583"},"language":"en","primary_location":{"id":"doi:10.1109/iscas48785.2022.9937583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937583","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5113931538","display_name":"Haihan Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Haihan Tang","raw_affiliation_strings":["Nanyang Technological University,School of Electrical and Electronic Engineering,Singapore","School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Electrical and Electronic Engineering,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100784213","display_name":"Yi Wang","orcid":"https://orcid.org/0000-0001-8659-4724"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yi Wang","raw_affiliation_strings":["Nanyang Technological University,School of Electrical and Electronic Engineering,Singapore","School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Electrical and Electronic Engineering,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044722301","display_name":"Lap\u2010Pui Chau","orcid":"https://orcid.org/0000-0003-4932-0593"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Lap-Pui Chau","raw_affiliation_strings":["Nanyang Technological University,School of Electrical and Electronic Engineering,Singapore","School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,School of Electrical and Electronic Engineering,Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":51,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3299","last_page":"3303"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9966999888420105,"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"}},{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9950000047683716,"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/fuse","display_name":"Fuse (electrical)","score":0.7990424633026123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7625938653945923},{"id":"https://openalex.org/keywords/rgb-color-model","display_name":"RGB color model","score":0.7581701278686523},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.609862744808197},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5466152429580688},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5433877110481262},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5197526812553406},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4614822268486023},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4551014006137848},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4225921332836151},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11379078030586243},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.0631723701953888}],"concepts":[{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.7990424633026123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7625938653945923},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.7581701278686523},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.609862744808197},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5466152429580688},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5433877110481262},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5197526812553406},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4614822268486023},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4551014006137848},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4225921332836151},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11379078030586243},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0631723701953888},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas48785.2022.9937583","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas48785.2022.9937583","pdf_url":null,"source":{"id":"https://openalex.org/S4363604393","display_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W2072232009","https://openalex.org/W2079023123","https://openalex.org/W2463631526","https://openalex.org/W2517615595","https://openalex.org/W2573840532","https://openalex.org/W2622048668","https://openalex.org/W2884585870","https://openalex.org/W2938694836","https://openalex.org/W2963037989","https://openalex.org/W2963404857","https://openalex.org/W2964209782","https://openalex.org/W2970995493","https://openalex.org/W2985335644","https://openalex.org/W3004672782","https://openalex.org/W3005080107","https://openalex.org/W3013987429","https://openalex.org/W3045455261","https://openalex.org/W3097053213","https://openalex.org/W3110089972","https://openalex.org/W3127995199","https://openalex.org/W3175047721","https://openalex.org/W3177211876","https://openalex.org/W4295312788","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6731688414","https://openalex.org/W6766978945","https://openalex.org/W6776069494","https://openalex.org/W6787113861"],"related_works":["https://openalex.org/W2354322770","https://openalex.org/W3000097931","https://openalex.org/W1570848052","https://openalex.org/W2373192430","https://openalex.org/W4239268388","https://openalex.org/W1924837940","https://openalex.org/W2379407973","https://openalex.org/W4243305035","https://openalex.org/W2079488604","https://openalex.org/W2125195795"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3,65],"propose":[4,66],"a":[5,36],"three-stream":[6],"adaptive":[7],"fusion":[8],"network":[9],"named":[10],"TAFNet,":[11],"which":[12],"uses":[13],"paired":[14],"RGB":[15,39,55],"and":[16,30,40,57,100],"thermal":[17,41,58],"images":[18,42],"for":[19],"crowd":[20],"counting.":[21],"Specifically,":[22],"TAFNet":[23],"is":[24],"divided":[25],"into":[26,77],"one":[27],"main":[28,48,79],"stream":[29,80],"two":[31],"auxiliary":[32,51],"streams.":[33],"We":[34],"combine":[35],"pair":[37],"of":[38,47],"to":[43,60,72],"constitute":[44],"the":[45,74,78],"input":[46],"stream.":[49],"Two":[50],"streams":[52],"respectively":[53],"exploit":[54],"image":[56,59],"extract":[61],"modality-specific":[62,75],"features.":[63],"Besides,":[64],"an":[67],"Information":[68],"Improvement":[69],"Module":[70],"(IIM)":[71],"fuse":[73],"features":[76],"adaptively.":[81],"Experiment":[82],"results":[83],"on":[84,96],"RGBT-CC":[85],"dataset":[86],"show":[87],"that":[88],"our":[89],"method":[90],"achieves":[91],"more":[92],"than":[93],"20%":[94],"improvement":[95],"mean":[97,102],"average":[98],"error":[99,104],"root":[101],"squared":[103],"compared":[105],"with":[106],"state-of-the-art":[107],"method.":[108],"The":[109],"source":[110],"code":[111],"will":[112],"be":[113],"publicly":[114],"available":[115],"at":[116],"https://github.com/TANGHAIHAN/TAFNet.":[117]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}