{"id":"https://openalex.org/W4415538188","doi":"https://doi.org/10.1145/3746027.3755378","title":"Eyes on the Road, Mind Beyond Vision: Context-Aware Multi-modal Enhanced Risk Anticipation","display_name":"Eyes on the Road, Mind Beyond Vision: Context-Aware Multi-modal Enhanced Risk Anticipation","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W4415538188","doi":"https://doi.org/10.1145/3746027.3755378"},"language":null,"primary_location":{"id":"doi:10.1145/3746027.3755378","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3746027.3755378","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3746027.3755378","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075523554","display_name":"Jiaxun Zhang","orcid":"https://orcid.org/0009-0002-3234-2569"},"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":true,"raw_author_name":"Jiaxun Zhang","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0009-0002-3234-2569","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032304100","display_name":"Haicheng Liao","orcid":"https://orcid.org/0000-0002-0207-5087"},"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":"Haicheng Liao","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-0207-5087","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yumu Xie","orcid":"https://orcid.org/0009-0000-1495-5762"},"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":"Yumu Xie","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0009-0000-1495-5762","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106627873","display_name":"Chengyue Wang","orcid":"https://orcid.org/0009-0009-7707-1505"},"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":"Chengyue Wang","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0009-0009-7707-1505","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074810849","display_name":"Yanchen Guan","orcid":"https://orcid.org/0009-0008-7839-1976"},"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":"Yanchen Guan","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0009-0008-7839-1976","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111342962","display_name":"Bin Rao","orcid":null},"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":"Bin Rao","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China"],"raw_orcid":"https://orcid.org/0009-0008-4907-914X","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macau, Macau SAR, China","institution_ids":["https://openalex.org/I6469544","https://openalex.org/I204512498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101552930","display_name":"Zhenning Li","orcid":"https://orcid.org/0000-0002-0877-6829"},"institutions":[{"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":"Zhenning Li","raw_affiliation_strings":["State Key Lab of IoT for Smart City, University of Macao, Macau SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-0877-6829","affiliations":[{"raw_affiliation_string":"State Key Lab of IoT for Smart City, University of Macao, Macau SAR, China","institution_ids":["https://openalex.org/I6469544"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5075523554"],"corresponding_institution_ids":["https://openalex.org/I204512498","https://openalex.org/I6469544"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28729204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"12054","last_page":"12063"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9998999834060669,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9998999834060669,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9901999831199646,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9890000224113464,"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/anticipation","display_name":"Anticipation (artificial intelligence)","score":0.7638000249862671},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.5562999844551086},{"id":"https://openalex.org/keywords/gaze","display_name":"Gaze","score":0.48890000581741333},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.4422000050544739},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.43869999051094055},{"id":"https://openalex.org/keywords/accident","display_name":"Accident (philosophy)","score":0.3228999972343445},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.3165000081062317}],"concepts":[{"id":"https://openalex.org/C176777502","wikidata":"https://www.wikidata.org/wiki/Q4774623","display_name":"Anticipation (artificial intelligence)","level":2,"score":0.7638000249862671},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5954999923706055},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5562999844551086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5544999837875366},{"id":"https://openalex.org/C2779916870","wikidata":"https://www.wikidata.org/wiki/Q14467155","display_name":"Gaze","level":2,"score":0.48890000581741333},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.4422000050544739},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.43869999051094055},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40230000019073486},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36660000681877136},{"id":"https://openalex.org/C2780289543","wikidata":"https://www.wikidata.org/wiki/Q424630","display_name":"Accident (philosophy)","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3197999894618988},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.3165000081062317},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C56461940","wikidata":"https://www.wikidata.org/wiki/Q970687","display_name":"Eye tracking","level":2,"score":0.3034999966621399},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.28189998865127563},{"id":"https://openalex.org/C3017944768","wikidata":"https://www.wikidata.org/wiki/Q1450463","display_name":"Poison control","level":2,"score":0.2791999876499176},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2694999873638153},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2671999931335449},{"id":"https://openalex.org/C2779925283","wikidata":"https://www.wikidata.org/wiki/Q5216147","display_name":"Dangerous driving","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3746027.3755378","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3746027.3755378","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3746027.3755378","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3746027.3755378","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2947312908","https://openalex.org/W3176454305","https://openalex.org/W4311091461","https://openalex.org/W4324290198","https://openalex.org/W4392001696","https://openalex.org/W4392156487","https://openalex.org/W4394946163","https://openalex.org/W4396527647","https://openalex.org/W4401895018","https://openalex.org/W4402120190","https://openalex.org/W4402423703","https://openalex.org/W4402754238","https://openalex.org/W4403561319","https://openalex.org/W4403780635","https://openalex.org/W4403791379","https://openalex.org/W4404552045","https://openalex.org/W4404843778","https://openalex.org/W4404907407","https://openalex.org/W4405387218","https://openalex.org/W4405545365","https://openalex.org/W4406063223","https://openalex.org/W4407192190","https://openalex.org/W4407257638","https://openalex.org/W4409917521"],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"accident":[1,42,138],"anticipation":[2],"remains":[3],"challenging":[4],"when":[5],"driver":[6,37,126],"cognition":[7],"and":[8,36,63,106,116,130],"dynamic":[9],"road":[10],"conditions":[11],"are":[12],"underrepresented":[13],"in":[14,73],"predictive":[15],"models.":[16],"In":[17],"this":[18],"paper,":[19],"we":[20],"propose":[21],"CAMERA":[22,54,110],"(Context-Aware":[23],"Multi-modal":[24],"Enhanced":[25],"Risk":[26],"Anticipation),":[27],"a":[28,90],"multi-modal":[29],"framework":[30],"integrating":[31],"dashcam":[32],"video,":[33],"textual":[34],"annotations,":[35],"attention":[38],"maps":[39],"for":[40],"robust":[41],"anticipation.":[43,139],"Unlike":[44],"existing":[45],"methods":[46],"that":[47,109],"rely":[48],"on":[49,103],"static":[50],"or":[51],"environment-centric":[52],"thresholds,":[53],"employs":[55],"an":[56],"adaptive":[57,131],"mechanism":[58],"guided":[59],"by":[60],"scene":[61],"complexity":[62],"gaze":[64],"entropy,":[65],"reducing":[66],"false":[67],"alarms":[68],"while":[69,89],"maintaining":[70],"high":[71],"recall":[72],"dynamic,":[74],"multi-agent":[75],"traffic":[76],"scenarios.":[77],"A":[78],"hierarchical":[79],"fusion":[80],"pipeline":[81],"with":[82],"Bi-GRU":[83],"(Bidirectional":[84],"GRU)":[85],"captures":[86],"spatio-temporal":[87],"dependencies,":[88],"Geo-Context":[91],"Vision-Language":[92],"module":[93],"translates":[94],"3D":[95],"spatial":[96],"relationships":[97],"into":[98],"interpretable,":[99],"human-centric":[100],"alerts.":[101],"Evaluations":[102],"the":[104,122],"DADA-2000":[105],"benchmarks":[107],"show":[108],"achieves":[111],"state-of-the-art":[112],"performance,":[113],"improving":[114],"accuracy":[115],"lead":[117],"time.":[118],"These":[119],"results":[120],"demonstrate":[121],"effectiveness":[123],"of":[124],"modeling":[125],"attention,":[127],"contextual":[128],"description,":[129],"risk":[132],"thresholds":[133],"to":[134],"enable":[135],"more":[136],"reliable":[137]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-25T00:00:00"}