{"id":"https://openalex.org/W3123191313","doi":"https://doi.org/10.1109/tits.2021.3054840","title":"Deep Learning on Traffic Prediction: Methods, Analysis, and Future Directions","display_name":"Deep Learning on Traffic Prediction: Methods, Analysis, and Future Directions","publication_year":2022,"publication_date":"2022-05-30","ids":{"openalex":"https://openalex.org/W3123191313","doi":"https://doi.org/10.1109/tits.2021.3054840","mag":"3123191313"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2021.3054840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2021.3054840","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2004.08555","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068852009","display_name":"Xueyan Yin","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyan Yin","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023438128","display_name":"Genze Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Genze Wu","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028556624","display_name":"Jinze Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinze Wei","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026378565","display_name":"Yanming Shen","orcid":"https://orcid.org/0000-0003-4108-0230"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanming Shen","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","Key Laboratory of Intelligent Control and Optimization for Industrial Equipment, Ministry of Education, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-4108-0230","affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]},{"raw_affiliation_string":"Key Laboratory of Intelligent Control and Optimization for Industrial Equipment, Ministry of Education, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087744818","display_name":"Heng Qi","orcid":"https://orcid.org/0000-0002-8770-3934"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heng Qi","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-8770-3934","affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020527092","display_name":"Baocai Yin","orcid":"https://orcid.org/0000-0003-3121-1823"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baocai Yin","raw_affiliation_strings":["School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","Peng Cheng Laboratory, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Electrical Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210092944"]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":43.8182,"has_fulltext":false,"cited_by_count":547,"citation_normalized_percentile":{"value":0.9999364,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"23","issue":"6","first_page":"4927","last_page":"4943"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10698","display_name":"Transportation Planning and Optimization","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10524","display_name":"Traffic control and management","score":0.9919000267982483,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/computer-science","display_name":"Computer science","score":0.6878854036331177},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6362462639808655},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.631833016872406},{"id":"https://openalex.org/keywords/traffic-congestion","display_name":"Traffic congestion","score":0.5407760739326477},{"id":"https://openalex.org/keywords/intelligent-transportation-system","display_name":"Intelligent transportation system","score":0.512299656867981},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4697680175304413},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4574330449104309},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4053213894367218},{"id":"https://openalex.org/keywords/transport-engineering","display_name":"Transport engineering","score":0.35651034116744995},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21585074067115784}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6878854036331177},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6362462639808655},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.631833016872406},{"id":"https://openalex.org/C2779888511","wikidata":"https://www.wikidata.org/wiki/Q244156","display_name":"Traffic congestion","level":2,"score":0.5407760739326477},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.512299656867981},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4697680175304413},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4574330449104309},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4053213894367218},{"id":"https://openalex.org/C22212356","wikidata":"https://www.wikidata.org/wiki/Q775325","display_name":"Transport engineering","level":1,"score":0.35651034116744995},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21585074067115784},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tits.2021.3054840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2021.3054840","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2004.08555","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.08555","pdf_url":"https://arxiv.org/pdf/2004.08555","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2004.08555","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.08555","pdf_url":"https://arxiv.org/pdf/2004.08555","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.6700000166893005,"id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G3515494514","display_name":null,"funder_award_id":"2019J12GX037","funder_id":"https://openalex.org/F4320336584","funder_display_name":"Dalian Science and Technology Innovation Fund"},{"id":"https://openalex.org/G3577923441","display_name":null,"funder_award_id":"U1811463","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6600139855","display_name":null,"funder_award_id":"2018J11CY010","funder_id":"https://openalex.org/F4320336584","funder_display_name":"Dalian Science and Technology Innovation Fund"},{"id":"https://openalex.org/G7733246160","display_name":"\u9762\u5411\u53ef\u89c6\u5a92\u4f53\u5927\u6570\u636e\u5904\u7406\u7684\u8ba1\u7b97\u7f51\u7edc\u534f\u540c\u8c03\u5ea6\u5173\u952e\u6280\u672f\u7684\u7814\u7a76","funder_award_id":"61772112","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336584","display_name":"Dalian Science and Technology Innovation Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":167,"referenced_works":["https://openalex.org/W20141250","https://openalex.org/W1495510702","https://openalex.org/W1498436455","https://openalex.org/W1662382123","https://openalex.org/W1753482797","https://openalex.org/W1973943669","https://openalex.org/W1982978808","https://openalex.org/W1988580225","https://openalex.org/W2004353783","https://openalex.org/W2025391890","https://openalex.org/W2036785686","https://openalex.org/W2040297119","https://openalex.org/W2046835809","https://openalex.org/W2064675550","https://openalex.org/W2087946919","https://openalex.org/W2101491865","https://openalex.org/W2113298739","https://openalex.org/W2133564696","https://openalex.org/W2156206597","https://openalex.org/W2157331557","https://openalex.org/W2163517193","https://openalex.org/W2276747974","https://openalex.org/W2295059834","https://openalex.org/W2342643507","https://openalex.org/W2408502658","https://openalex.org/W2463983882","https://openalex.org/W2528639018","https://openalex.org/W2530386080","https://openalex.org/W2550143307","https://openalex.org/W2552480641","https://openalex.org/W2557283755","https://openalex.org/W2604847698","https://openalex.org/W2613904329","https://openalex.org/W2626732771","https://openalex.org/W2695874637","https://openalex.org/W2708015072","https://openalex.org/W2751802138","https://openalex.org/W2756203131","https://openalex.org/W2761422259","https://openalex.org/W2766311542","https://openalex.org/W2772594457","https://openalex.org/W2773583505","https://openalex.org/W2788134583","https://openalex.org/W2788997482","https://openalex.org/W2792839479","https://openalex.org/W2799109291","https://openalex.org/W2804056373","https://openalex.org/W2806382623","https://openalex.org/W2807724371","https://openalex.org/W2807894308","https://openalex.org/W2808377988","https://openalex.org/W2809366716","https://openalex.org/W2809593532","https://openalex.org/W2884128153","https://openalex.org/W2884738862","https://openalex.org/W2895799837","https://openalex.org/W2896686593","https://openalex.org/W2897346012","https://openalex.org/W2897951893","https://openalex.org/W2899178888","https://openalex.org/W2899220442","https://openalex.org/W2900105886","https://openalex.org/W2900207796","https://openalex.org/W2900489907","https://openalex.org/W2901295635","https://openalex.org/W2901504064","https://openalex.org/W2902016061","https://openalex.org/W2903589439","https://openalex.org/W2903871660","https://openalex.org/W2904349291","https://openalex.org/W2904449562","https://openalex.org/W2904813135","https://openalex.org/W2904832339","https://openalex.org/W2909463461","https://openalex.org/W2910892140","https://openalex.org/W2911752602","https://openalex.org/W2914135818","https://openalex.org/W2914565470","https://openalex.org/W2915550501","https://openalex.org/W2935726879","https://openalex.org/W2938457630","https://openalex.org/W2940640769","https://openalex.org/W2945622688","https://openalex.org/W2946160394","https://openalex.org/W2949732208","https://openalex.org/W2949988687","https://openalex.org/W2950099298","https://openalex.org/W2950817888","https://openalex.org/W2952734551","https://openalex.org/W2962790412","https://openalex.org/W2963241951","https://openalex.org/W2964015378","https://openalex.org/W2964265128","https://openalex.org/W2964308564","https://openalex.org/W2964311892","https://openalex.org/W2964321699","https://openalex.org/W2965341826","https://openalex.org/W2965399951","https://openalex.org/W2965806703","https://openalex.org/W2966493540","https://openalex.org/W2966783050","https://openalex.org/W2970309699","https://openalex.org/W2972229264","https://openalex.org/W2980284741","https://openalex.org/W2988110904","https://openalex.org/W2989847038","https://openalex.org/W2990425976","https://openalex.org/W2996451395","https://openalex.org/W2996847713","https://openalex.org/W2996879655","https://openalex.org/W2997311100","https://openalex.org/W2997705255","https://openalex.org/W2997848713","https://openalex.org/W2998559444","https://openalex.org/W2999301586","https://openalex.org/W3000301417","https://openalex.org/W3003513162","https://openalex.org/W3004515714","https://openalex.org/W3009654734","https://openalex.org/W3014805070","https://openalex.org/W3015712039","https://openalex.org/W3023401249","https://openalex.org/W3027983943","https://openalex.org/W3030833394","https://openalex.org/W3034077089","https://openalex.org/W3034944009","https://openalex.org/W3035580605","https://openalex.org/W3036039816","https://openalex.org/W3038981236","https://openalex.org/W3080344546","https://openalex.org/W3080466448","https://openalex.org/W3080911033","https://openalex.org/W3083228182","https://openalex.org/W3090823318","https://openalex.org/W3093761440","https://openalex.org/W3094530994","https://openalex.org/W3098489354","https://openalex.org/W3103720336","https://openalex.org/W3104072216","https://openalex.org/W3106125326","https://openalex.org/W3108550173","https://openalex.org/W3116793835","https://openalex.org/W4233713109","https://openalex.org/W4235765578","https://openalex.org/W4242141328","https://openalex.org/W4248358431","https://openalex.org/W4288094782","https://openalex.org/W4289366462","https://openalex.org/W6637178625","https://openalex.org/W6637698695","https://openalex.org/W6679434410","https://openalex.org/W6720006811","https://openalex.org/W6726873649","https://openalex.org/W6729542563","https://openalex.org/W6737778391","https://openalex.org/W6749077313","https://openalex.org/W6755292704","https://openalex.org/W6756413148","https://openalex.org/W6758768261","https://openalex.org/W6759716457","https://openalex.org/W6761546416","https://openalex.org/W6762250955","https://openalex.org/W6767402564","https://openalex.org/W6767610075","https://openalex.org/W6778398424","https://openalex.org/W6780221082","https://openalex.org/W6891887049"],"related_works":["https://openalex.org/W4380075502","https://openalex.org/W2386603188","https://openalex.org/W582212118","https://openalex.org/W648823617","https://openalex.org/W574461432","https://openalex.org/W614405626","https://openalex.org/W817358723","https://openalex.org/W2973192971","https://openalex.org/W4390341805","https://openalex.org/W3069032"],"abstract_inverted_index":{"Traffic":[0],"prediction":[1,12,63,82,93,108],"plays":[2],"an":[3,131],"essential":[4],"role":[5],"in":[6,39,80,105,120,156],"intelligent":[7],"transportation":[8],"system.":[9],"Accurate":[10],"traffic":[11,22,62,81,92,107],"can":[13],"assist":[14],"route":[15],"planing,":[16],"guide":[17],"vehicle":[18],"dispatching,":[19],"and":[20,32,95,114,133],"mitigate":[21],"congestion.":[23],"This":[24],"problem":[25],"is":[26,70],"challenging":[27],"due":[28],"to":[29,53,71,124,139],"the":[30,40,90,102,121,141],"complicated":[31],"dynamic":[33],"spatio-temporal":[34],"dependencies":[35],"between":[36],"different":[37,106,144],"regions":[38],"road":[41],"network.":[42],"Recently,":[43],"a":[44,73,97,147],"significant":[45],"amount":[46],"of":[47,67,143],"research":[48],"efforts":[49],"have":[50],"been":[51],"devoted":[52],"this":[54,68,157],"area,":[55],"especially":[56],"deep":[57,77],"learning":[58],"method,":[59],"greatly":[60],"advancing":[61],"abilities.":[64],"The":[65],"purpose":[66],"paper":[69],"provide":[72],"comprehensive":[74],"survey":[75],"on":[76,146],"learning-based":[78],"approaches":[79,104],"from":[83],"multiple":[84],"perspectives.":[85],"Specifically,":[86],"we":[87,100,111,129,152],"first":[88],"summarize":[89],"existing":[91,122],"methods,":[94],"give":[96,130],"taxonomy.":[98],"Second,":[99],"list":[101],"state-of-the-art":[103],"applications.":[109],"Third,":[110],"comprehensively":[112],"collect":[113],"organize":[115],"widely":[116],"used":[117],"public":[118,149],"datasets":[119],"literature":[123],"facilitate":[125],"other":[126],"researchers.":[127],"Furthermore,":[128],"evaluation":[132],"analysis":[134],"by":[135],"conducting":[136],"extensive":[137],"experiments":[138],"compare":[140],"performance":[142],"methods":[145],"real-world":[148],"dataset.":[150],"Finally,":[151],"discuss":[153],"open":[154],"challenges":[155],"field.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":61},{"year":2025,"cited_by_count":176},{"year":2024,"cited_by_count":142},{"year":2023,"cited_by_count":98},{"year":2022,"cited_by_count":53},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":3}],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2021-02-01T00:00:00"}
