{"id":"https://openalex.org/W4394897016","doi":"https://doi.org/10.1109/tcsvt.2024.3390173","title":"Text-Driven Traffic Anomaly Detection With Temporal High-Frequency Modeling in Driving Videos","display_name":"Text-Driven Traffic Anomaly Detection With Temporal High-Frequency Modeling in Driving Videos","publication_year":2024,"publication_date":"2024-04-17","ids":{"openalex":"https://openalex.org/W4394897016","doi":"https://doi.org/10.1109/tcsvt.2024.3390173"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3390173","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3390173","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/A5064113913","display_name":"Rongqin Liang","orcid":"https://orcid.org/0000-0002-7313-6561"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rongqin Liang","raw_affiliation_strings":["Guangdong Key Laboratory of Intelligent Information Processing, College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","College of Electronics and Information Engineering, Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Key Laboratory of Intelligent Information Processing, College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016956860","display_name":"Yuanman Li","orcid":"https://orcid.org/0000-0003-4526-3018"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanman Li","raw_affiliation_strings":["Guangdong Key Laboratory of Intelligent Information Processing, College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","College of Electronics and Information Engineering, Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Key Laboratory of Intelligent Information Processing, College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037979193","display_name":"Jiantao Zhou","orcid":"https://orcid.org/0000-0002-6015-2618"},"institutions":[{"id":"https://openalex.org/I204512498","display_name":"University of Macau","ror":"https://ror.org/01r4q9n85","country_code":"MO","type":"education","lineage":["https://openalex.org/I204512498"]},{"id":"https://openalex.org/I6469544","display_name":"City University of Macau","ror":"https://ror.org/04gpd4q15","country_code":"MO","type":"education","lineage":["https://openalex.org/I6469544"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Jiantao Zhou","raw_affiliation_strings":["State Key Laboratory of Internet of Things for Smart City and the Department of Computer and Information Science, University of Macau, Macau, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Internet of Things for Smart City and the Department of Computer and Information Science, University of Macau, Macau, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100445591","display_name":"Xia Li","orcid":"https://orcid.org/0000-0002-8043-9966"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Li","raw_affiliation_strings":["Guangdong Key Laboratory of Intelligent Information Processing, College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","College of Electronics and Information Engineering, Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Key Laboratory of Intelligent Information Processing, College of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"College of Electronics and Information Engineering, Guangdong Key Laboratory of Intelligent Information Processing, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5064113913"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":null,"apc_paid":null,"fwci":4.0427,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.94311414,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"34","issue":"9","first_page":"8684","last_page":"8697"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12357","display_name":"Digital Media Forensic Detection","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"}}],"keywords":[{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6140324473381042},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5882067084312439},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.44806045293807983},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33721718192100525},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12645399570465088}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6140324473381042},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5882067084312439},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.44806045293807983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33721718192100525},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12645399570465088},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3390173","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3390173","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/G7128480690","display_name":null,"funder_award_id":"2022A1515010645","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2315907656","https://openalex.org/W2341058432","https://openalex.org/W2519371957","https://openalex.org/W2535547924","https://openalex.org/W2560474170","https://openalex.org/W2579718262","https://openalex.org/W2603203130","https://openalex.org/W2772382432","https://openalex.org/W2946231253","https://openalex.org/W2963150697","https://openalex.org/W2963610939","https://openalex.org/W2969323334","https://openalex.org/W2987228832","https://openalex.org/W3003987610","https://openalex.org/W3015023262","https://openalex.org/W3082213779","https://openalex.org/W3102327032","https://openalex.org/W3118519864","https://openalex.org/W3164543136","https://openalex.org/W3200114289","https://openalex.org/W3202590754","https://openalex.org/W4200629080","https://openalex.org/W4210446097","https://openalex.org/W4212876679","https://openalex.org/W4213101961","https://openalex.org/W4225624178","https://openalex.org/W4225724731","https://openalex.org/W4226424593","https://openalex.org/W4283838088","https://openalex.org/W4285411154","https://openalex.org/W4285606530","https://openalex.org/W4293519347","https://openalex.org/W4304014690","https://openalex.org/W4309958503","https://openalex.org/W4312310776","https://openalex.org/W4312614039","https://openalex.org/W4312980231","https://openalex.org/W4313194685","https://openalex.org/W4382467086","https://openalex.org/W4384271202","https://openalex.org/W4385373867","https://openalex.org/W4386065554","https://openalex.org/W4386065936","https://openalex.org/W4386072185","https://openalex.org/W4386075882","https://openalex.org/W4387272126","https://openalex.org/W4390872191","https://openalex.org/W4390873539","https://openalex.org/W4390874206","https://openalex.org/W4391165314","https://openalex.org/W4391407218","https://openalex.org/W4393153999","https://openalex.org/W6790019176","https://openalex.org/W6791353385","https://openalex.org/W6801567822","https://openalex.org/W6802517928","https://openalex.org/W6847136213","https://openalex.org/W6855281481"],"related_works":["https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2912112202","https://openalex.org/W2667207928","https://openalex.org/W4377864969","https://openalex.org/W2972971679"],"abstract_inverted_index":{"Traffic":[0],"anomaly":[1,113,194],"detection":[2,175,216],"(TAD)":[3],"in":[4,88,152],"driving":[5,15,150,163,169],"videos":[6,151],"is":[7,124,221],"critical":[8],"for":[9],"ensuring":[10],"the":[11,40,44,79,118,146,153,159,166,174,202,208,215,237,245],"safety":[12],"of":[13,43,81,121,149,162,168,176,186,211,217],"autonomous":[14],"and":[16,69,85,171,199,240],"advanced":[17],"driver":[18],"assistance":[19],"systems.":[20],"Previous":[21],"single-stage":[22,99],"TAD":[23,49],"methods":[24,50],"primarily":[25],"rely":[26],"on":[27,111,207,236,244],"frame":[28],"prediction,":[29],"making":[30],"them":[31],"vulnerable":[32],"to":[33,52,57,78,144,181,204],"interference":[34,60],"from":[35,126],"dynamic":[36,160],"backgrounds":[37],"induced":[38],"by":[39,61,233],"rapid":[41],"movement":[42],"dashboard":[45],"camera.":[46],"While":[47],"two-stage":[48],"appear":[51],"be":[53],"a":[54,97,108,134],"natural":[55],"solution":[56],"mitigate":[58],"such":[59],"pre-extracting":[62],"background-independent":[63],"features":[64],"(such":[65],"as":[66],"bounding":[67],"boxes":[68],"optical":[70],"flow)":[71],"using":[72],"perceptual":[73,83],"algorithms,":[74],"they":[75],"are":[76],"susceptible":[77],"performance":[80],"first-stage":[82],"algorithms":[84],"may":[86],"result":[87],"error":[89],"propagation.":[90],"In":[91,179],"this":[92],"paper,":[93],"we":[94,142,189],"introduce":[95],"TTHF,":[96],"novel":[98],"method":[100,123],"aligning":[101],"video":[102],"clips":[103],"with":[104],"text":[105],"prompts,":[106],"offering":[107],"new":[109],"perspective":[110],"traffic":[112,177,187,218],"detection.":[114],"Unlike":[115],"previous":[116],"approaches,":[117],"supervised":[119],"signal":[120],"our":[122,224],"derived":[125],"languages":[127],"rather":[128],"than":[129],"orthogonal":[130],"one-hot":[131],"vectors,":[132],"providing":[133],"more":[135],"comprehensive":[136],"representation.":[137],"Further,":[138],"concerning":[139],"visual":[140,209],"representation,":[141],"propose":[143],"model":[145,203],"high":[147,242],"frequency":[148],"temporal":[154],"domain.":[155],"This":[156],"modeling":[157],"captures":[158],"changes":[161],"scenes,":[164],"enhances":[165],"perception":[167],"behavior,":[170],"significantly":[172],"improves":[173],"anomalies.":[178,219],"addition,":[180],"better":[182],"perceive":[183],"various":[184],"types":[185],"anomalies,":[188],"carefully":[190],"design":[191],"an":[192],"attentive":[193],"focusing":[195],"mechanism":[196],"that":[197,223],"visually":[198],"linguistically":[200],"guides":[201],"adaptively":[205],"focus":[206],"context":[210],"interest,":[212],"thereby":[213],"facilitating":[214],"It":[220],"shown":[222],"proposed":[225],"TTHF":[226],"achieves":[227],"promising":[228],"performance,":[229],"outperforming":[230],"state-of-the-art":[231],"competitors":[232],"+5.4%":[234],"AUC":[235],"DoTA":[238],"dataset":[239],"achieving":[241],"generalization":[243],"DADA":[246],"dataset.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
