{"id":"https://openalex.org/W4387969499","doi":"https://doi.org/10.1145/3581783.3613759","title":"M2ATS: A Real-world Multimodal Air Traffic Situation Benchmark Dataset and Beyond","display_name":"M2ATS: A Real-world Multimodal Air Traffic Situation Benchmark Dataset and Beyond","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4387969499","doi":"https://doi.org/10.1145/3581783.3613759"},"language":"en","primary_location":{"id":"doi:10.1145/3581783.3613759","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3581783.3613759","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM International Conference on Multimedia","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/A5057805812","display_name":"Dongyue Guo","orcid":"https://orcid.org/0000-0003-0393-5197"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dongyue Guo","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066617875","display_name":"Yi Lin","orcid":"https://orcid.org/0000-0002-7194-5023"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Lin","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058175236","display_name":"X. Y. You","orcid":"https://orcid.org/0009-0000-7439-1401"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xuehang You","raw_affiliation_strings":["Wisesoft Co., Ltd., Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Wisesoft Co., Ltd., Chengdu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101629104","display_name":"Zhongping Yang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhongping Yang","raw_affiliation_strings":["Wisesoft Co., Ltd., Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Wisesoft Co., Ltd., Chengdu, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003270633","display_name":"Jizhe Zhou","orcid":"https://orcid.org/0000-0002-2447-1806"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jizhe Zhou","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067325797","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0002-5866-6492"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Yang","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100326967","display_name":"Jianwei Zhang","orcid":"https://orcid.org/0000-0002-5491-1745"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwei Zhang","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020346453","display_name":"Han Yin Shi","orcid":"https://orcid.org/0009-0001-6545-4383"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Shi","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008561926","display_name":"Shasha Hu","orcid":"https://orcid.org/0009-0004-0226-6790"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shasha Hu","raw_affiliation_strings":["Wisesoft Co., Ltd., Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Wisesoft Co., Ltd., Chengdu, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033419531","display_name":"Zheng Zhang","orcid":"https://orcid.org/0009-0001-6568-4621"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Zhang","raw_affiliation_strings":["Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5057805812"],"corresponding_institution_ids":["https://openalex.org/I24185976"],"apc_list":null,"apc_paid":null,"fwci":1.9011,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88795689,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"213","last_page":"221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9933000206947327,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9933000206947327,"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/T11489","display_name":"Air Traffic Management and Optimization","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10028","display_name":"Topic Modeling","score":0.9860000014305115,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/air-traffic-control","display_name":"Air traffic control","score":0.7961589097976685},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7655441761016846},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7077232003211975},{"id":"https://openalex.org/keywords/safer","display_name":"SAFER","score":0.6314815282821655},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6105604767799377},{"id":"https://openalex.org/keywords/aviation","display_name":"Aviation","score":0.48727643489837646},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46901172399520874},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.404759019613266},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3679216504096985},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32767271995544434},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.12526917457580566},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.11777639389038086},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10673597455024719}],"concepts":[{"id":"https://openalex.org/C166961238","wikidata":"https://www.wikidata.org/wiki/Q221395","display_name":"Air traffic control","level":2,"score":0.7961589097976685},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7655441761016846},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7077232003211975},{"id":"https://openalex.org/C2776654903","wikidata":"https://www.wikidata.org/wiki/Q2601463","display_name":"SAFER","level":2,"score":0.6314815282821655},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6105604767799377},{"id":"https://openalex.org/C74448152","wikidata":"https://www.wikidata.org/wiki/Q765633","display_name":"Aviation","level":2,"score":0.48727643489837646},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46901172399520874},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.404759019613266},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3679216504096985},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32767271995544434},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12526917457580566},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.11777639389038086},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10673597455024719},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3581783.3613759","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3581783.3613759","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7200000286102295,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1326588791","display_name":null,"funder_award_id":"U20A2016","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3053330549","display_name":null,"funder_award_id":"U20A20161","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4792687924","display_name":null,"funder_award_id":"20161","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5802907242","display_name":null,"funder_award_id":"2021SCU1205","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6854498392","display_name":null,"funder_award_id":"FZ2021KF04","funder_id":"https://openalex.org/F4320324522","funder_display_name":"Civil Aviation Administration of China"},{"id":"https://openalex.org/G709856560","display_name":null,"funder_award_id":"62001315","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7587378745","display_name":null,"funder_award_id":"62001315, U20A20161","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8400801390","display_name":null,"funder_award_id":"U20A201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8425271570","display_name":null,"funder_award_id":"2021SCU12050","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324522","display_name":"Civil Aviation Administration of China","ror":"https://ror.org/05gfwht30"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2101105183","https://openalex.org/W2327501763","https://openalex.org/W2406991548","https://openalex.org/W2786839803","https://openalex.org/W2886319145","https://openalex.org/W2894164357","https://openalex.org/W2897997731","https://openalex.org/W2899396049","https://openalex.org/W2916984808","https://openalex.org/W2935842779","https://openalex.org/W2962780374","https://openalex.org/W2963451564","https://openalex.org/W2963974889","https://openalex.org/W2964052309","https://openalex.org/W2976884277","https://openalex.org/W2991082564","https://openalex.org/W3081285175","https://openalex.org/W3096739052","https://openalex.org/W3097794466","https://openalex.org/W3129824274","https://openalex.org/W3133953372","https://openalex.org/W3197163313","https://openalex.org/W3198853881","https://openalex.org/W4207024570","https://openalex.org/W4309857275","https://openalex.org/W4312704766"],"related_works":["https://openalex.org/W2953205341","https://openalex.org/W235065745","https://openalex.org/W2029935773","https://openalex.org/W2787754950","https://openalex.org/W1572215850","https://openalex.org/W1985775355","https://openalex.org/W2352115286","https://openalex.org/W2084793300","https://openalex.org/W2476350415","https://openalex.org/W599377045"],"abstract_inverted_index":{"Air":[0],"Traffic":[1],"Control":[2],"(ATC)":[3],"is":[4,40,121,240,247],"a":[5,16,76,114,166,248],"complicated,":[6],"time-evolving,":[7],"and":[8,18,72,75,137,158,188,227,236],"real-time":[9],"procedure":[10],"to":[11,46,99,105,123,176,196,203,207,233,251,255],"direct":[12],"flight":[13,134],"operations":[14,30],"in":[15,38,127,201,271],"safer":[17],"ordered":[19],"manner.":[20],"Although":[21],"enormous":[22],"data":[23,190,237],"storages":[24],"are":[25,65,91,174,199,230],"available":[26],"during":[27],"air":[28,116],"traffic":[29,103,117],"for":[31,83,94],"over":[32],"40":[33],"years,":[34],"data-driven":[35],"intelligent":[36],"application":[37],"aviation":[39],"still":[41],"an":[42,256],"emerging":[43],"task":[44,209,235],"due":[45],"the":[47,51,54,81,102,128,162,178,204,216,243,272],"safety-critical":[48],"issue.":[49],"With":[50],"prevalence":[52],"of":[53,168],"Next":[55],"Generation":[56],"ATC":[57,129,143,164,197],"system,":[58],"artificial":[59],"intelligence":[60],"(AI)":[61],"-empowered":[62],"research":[63,126,269],"topics":[64,270],"attracting":[66],"increasing":[67],"attention":[68],"from":[69],"both":[70],"industrial":[71,257],"academic":[73],"domains":[74],"high-quality":[77],"dataset":[78,120,246],"naturally":[79],"becomes":[80],"prerequisite":[82],"such":[84],"practices.":[85],"However,":[86],"almost":[87],"all":[88],"ATC-related":[89,193,263],"datasets":[90],"only":[92,261],"unimodal":[93],"certain":[95],"tasks,":[96],"which":[97,259],"fails":[98],"comprehensively":[100],"illustrate":[101],"situation":[104,118,144],"further":[106,228],"support":[107],"real-world":[108,163],"studies.":[109],"To":[110],"address":[111,234],"this":[112,224],"gap,":[113],"multimodal":[115],"(M2ATS)":[119],"constructed":[122],"advance":[124,252],"AI-related":[125],"domain,":[130],"including":[131],"airspace":[132],"information,":[133],"plan,":[135],"trajectory,":[136],"speech.":[138],"M2ATS":[139],"covers":[140],"10362":[141],"flights":[142],"data,":[145],"involving":[146],"110000+":[147],"utterances":[148],"(104":[149],"hours)":[150],"with":[151],"diversity":[152],"golden":[153],"text":[154],"annotations,":[155],"16":[156],"intents,":[157],"51":[159],"slots.":[160],"Considering":[161],"requirements,":[165],"total":[167],"10":[169],"multimedia-related":[170],"tasks":[171,222],"(24":[172],"baselines)":[173],"designed":[175,221],"validate":[177],"proposed":[179,200,244],"dataset,":[180,226],"covering":[181],"automatic":[182],"speech":[183],"recognition,":[184],"natural":[185],"language":[186],"processing,":[187],"spatial-temporal":[189],"processing.":[191],"New":[192],"metrics":[194,206],"corresponding":[195],"applications":[198,254,264],"addition":[202],"common":[205,273],"evaluate":[208],"performance.":[210],"Extensive":[211],"experiment":[212],"results":[213],"demonstrate":[214],"that":[215,242],"selective":[217],"baselines":[218],"can":[219],"achieve":[220],"on":[223],"new":[225,245,249],"investigations":[229],"also":[231,266],"required":[232],"specificities.":[238],"It":[239],"believed":[241],"practice":[250],"AI":[253],"scene,":[258],"not":[260],"promotes":[262],"but":[265],"provides":[267],"diverse":[268],"multimedia":[274],"community.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
