{"id":"https://openalex.org/W4415708517","doi":"https://doi.org/10.1109/icme59968.2025.11210207","title":"Boosting Road Event Detection with Adaptive Multi-Modal Models","display_name":"Boosting Road Event Detection with Adaptive Multi-Modal Models","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4415708517","doi":"https://doi.org/10.1109/icme59968.2025.11210207"},"language":null,"primary_location":{"id":"doi:10.1109/icme59968.2025.11210207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11210207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","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/A5043295613","display_name":"Linkai Liu","orcid":"https://orcid.org/0000-0003-3748-5980"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linkai Liu","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081688640","display_name":"Xiaoyan Xiao","orcid":"https://orcid.org/0000-0002-6320-4807"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyan Xiao","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035063980","display_name":"Yijian Yang","orcid":"https://orcid.org/0000-0002-5831-186X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yijian Yang","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022291585","display_name":"Yuchen Zhou","orcid":"https://orcid.org/0000-0002-7021-1183"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuchen Zhou","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100579891","display_name":"Zipeng Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zipeng Guo","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101691108","display_name":"Gou Chao","orcid":"https://orcid.org/0000-0003-4103-8059"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Gou","raw_affiliation_strings":["Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shenzhen Campus of Sun Yat-Sen University,School of Intelligent Systems Engineering","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.26537533,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.40450000762939453,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.40450000762939453,"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.24269999563694,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13282","display_name":"Automated Road and Building Extraction","score":0.06750000268220901,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7684999704360962},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6833999752998352},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.507099986076355},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.4546999931335449},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.3901999890804291},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.34540000557899475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7774999737739563},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7684999704360962},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6833999752998352},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5148000121116638},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.507099986076355},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.507099986076355},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.4546999931335449},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4180999994277954},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3901999890804291},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.34540000557899475},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.3330000042915344},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.32249999046325684},{"id":"https://openalex.org/C2987896495","wikidata":"https://www.wikidata.org/wiki/Q5416716","display_name":"Event data","level":3,"score":0.3142000138759613},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.29679998755455017},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.29670000076293945},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.27079999446868896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icme59968.2025.11210207","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icme59968.2025.11210207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Multimedia and Expo (ICME)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320329791","display_name":"Shenzhen Fundamental Research Program","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2549139847","https://openalex.org/W2963524571","https://openalex.org/W3130897078","https://openalex.org/W4312560592","https://openalex.org/W4367627489","https://openalex.org/W4376166839","https://openalex.org/W4382402065","https://openalex.org/W4386231006","https://openalex.org/W4390488998","https://openalex.org/W4394595158","https://openalex.org/W4402753941","https://openalex.org/W4402754183"],"related_works":[],"abstract_inverted_index":{"Despite":[0],"significant":[1],"advancements":[2],"in":[3,45,130],"road":[4,76],"event":[5,63],"detection":[6,23,61],"(RED),":[7],"existing":[8,152],"approaches":[9],"encounter":[10],"critical":[11],"limitations.":[12],"These":[13],"include":[14],"reliance":[15],"on":[16,39,135,159],"single-modal":[17],"inputs":[18],"and":[19,24,32,69,90,119,128,147],"joint":[20],"optimization":[21,67],"of":[22,116,122,142,151],"classification":[25],"tasks,":[26],"often":[27],"leading":[28],"to":[29],"conflicting":[30],"objectives":[31],"suboptimal":[33],"performance.":[34,72],"Moreover,":[35],"their":[36],"heavy":[37],"dependence":[38],"large-scale":[40],"annotated":[41],"datasets":[42],"restricts":[43],"generalization":[44,127],"data-scarce":[46],"scenarios.":[47,132],"To":[48,73],"address":[49],"these":[50],"challenges,":[51],"we":[52,95],"propose":[53],"AdaRED,":[54,143],"a":[55],"novel":[56],"framework":[57],"that":[58],"decouples":[59],"agent":[60],"from":[62],"classification,":[64],"thereby":[65,125],"mitigating":[66],"conflicts":[68],"enhancing":[70],"task-specific":[71],"comprehensively":[74],"understand":[75],"events,":[77],"AdaRED":[78],"uses":[79],"diverse":[80],"input":[81],"modalities,":[82],"including":[83],"fine-grained":[84],"local":[85],"features,":[86],"global":[87],"contextual":[88],"information,":[89],"spatial":[91],"layout":[92],"embeddings.":[93],"Additionally,":[94],"introduce":[96],"the":[97,108,120,136,140,149],"Cross-modal":[98],"Scene":[99],"Adaptation":[100],"Module":[101],"(CSAM),":[102],"which":[103],"integrates":[104],"lightweight":[105],"adapters":[106],"into":[107],"multimodal":[109],"model.":[110],"This":[111],"design":[112],"enables":[113],"efficient":[114],"extraction":[115],"spatiotemporal":[117],"features":[118],"integration":[121],"visual":[123],"priors,":[124],"improving":[126],"robustness":[129],"challenging":[131],"Extensive":[133],"experiments":[134],"ROAD-R":[137],"dataset":[138],"validate":[139],"effectiveness":[141],"achieving":[144],"state-of-the-art":[145],"performance":[146],"addressing":[148],"limitations":[150],"methods.":[153],"The":[154],"code":[155],"can":[156],"be":[157],"found":[158],"our":[160],"project":[161],"page:":[162],"https://liulinkai.github.io/AdaRED/.":[163]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-30T00:00:00"}