{"id":"https://openalex.org/W4398250170","doi":"https://doi.org/10.1109/tnnls.2024.3396463","title":"A Survey on Deep Active Learning: Recent Advances and New Frontiers","display_name":"A Survey on Deep Active Learning: Recent Advances and New Frontiers","publication_year":2024,"publication_date":"2024-05-23","ids":{"openalex":"https://openalex.org/W4398250170","doi":"https://doi.org/10.1109/tnnls.2024.3396463","pmid":"https://pubmed.ncbi.nlm.nih.gov/38781065"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2024.3396463","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnnls.2024.3396463","pdf_url":"https://ieeexplore.ieee.org/ielx7/5962385/6104215/10537213.pdf","source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ieeexplore.ieee.org/ielx7/5962385/6104215/10537213.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047165324","display_name":"Dongyuan Li","orcid":"https://orcid.org/0000-0002-4462-3563"},"institutions":[{"id":"https://openalex.org/I114531698","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960","country_code":"JP","type":"education","lineage":["https://openalex.org/I114531698"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Dongyuan Li","raw_affiliation_strings":["School of Information and Communication Engineering, Institute of Innovative Research, Tokyo Institute of Technology, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0002-4462-3563","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Institute of Innovative Research, Tokyo Institute of Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I114531698"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040671242","display_name":"Zhen Wang","orcid":"https://orcid.org/0009-0005-6450-3699"},"institutions":[{"id":"https://openalex.org/I114531698","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960","country_code":"JP","type":"education","lineage":["https://openalex.org/I114531698"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["School of Information and Communication Engineering, Institute of Innovative Research, Tokyo Institute of Technology, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0009-0005-6450-3699","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Institute of Innovative Research, Tokyo Institute of Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I114531698"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053712210","display_name":"Yankai Chen","orcid":"https://orcid.org/0000-0001-5741-2047"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yankai Chen","raw_affiliation_strings":["School of Computer Science and Engineering, The Chinese University of Hong Kong, shatin, Hong Kong","School of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-5741-2047","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, The Chinese University of Hong Kong, shatin, Hong Kong","institution_ids":["https://openalex.org/I177725633"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The Chinese University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040449880","display_name":"Renhe Jiang","orcid":"https://orcid.org/0000-0003-2593-4638"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Renhe Jiang","raw_affiliation_strings":["Center for Spatial Information Science, The University of Tokyo, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0003-2593-4638","affiliations":[{"raw_affiliation_string":"Center for Spatial Information Science, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069969191","display_name":"Weiping Ding","orcid":"https://orcid.org/0000-0002-3180-7347"},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiping Ding","raw_affiliation_strings":["School of Information Science and Technology, Nantong University, Nantong, China"],"raw_orcid":"https://orcid.org/0000-0002-3180-7347","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Nantong University, Nantong, China","institution_ids":["https://openalex.org/I199305430"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035876897","display_name":"Manabu Okumura","orcid":null},"institutions":[{"id":"https://openalex.org/I114531698","display_name":"Tokyo Institute of Technology","ror":"https://ror.org/0112mx960","country_code":"JP","type":"education","lineage":["https://openalex.org/I114531698"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Manabu Okumura","raw_affiliation_strings":["School of Information and Communication Engineering, Institute of Innovative Research, Tokyo Institute of Technology, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0009-0001-7730-1536","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Institute of Innovative Research, Tokyo Institute of Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I114531698"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5047165324"],"corresponding_institution_ids":["https://openalex.org/I114531698"],"apc_list":null,"apc_paid":null,"fwci":29.7513,"has_fulltext":false,"cited_by_count":96,"citation_normalized_percentile":{"value":0.99778766,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"36","issue":"4","first_page":"5879","last_page":"5899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9954000115394592,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9954000115394592,"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/data-science","display_name":"Data science","score":0.47362133860588074},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4505017399787903},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4057159125804901},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34288865327835083}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.47362133860588074},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4505017399787903},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4057159125804901},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34288865327835083}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2024.3396463","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnnls.2024.3396463","pdf_url":"https://ieeexplore.ieee.org/ielx7/5962385/6104215/10537213.pdf","source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:38781065","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38781065","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/tnnls.2024.3396463","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnnls.2024.3396463","pdf_url":"https://ieeexplore.ieee.org/ielx7/5962385/6104215/10537213.pdf","source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4398250170.pdf"},"referenced_works_count":275,"referenced_works":["https://openalex.org/W601603264","https://openalex.org/W1498436455","https://openalex.org/W1549658602","https://openalex.org/W1580210754","https://openalex.org/W1840435438","https://openalex.org/W1861492603","https://openalex.org/W1959608418","https://openalex.org/W1997783035","https://openalex.org/W2011674654","https://openalex.org/W2019858993","https://openalex.org/W2021732807","https://openalex.org/W2070246124","https://openalex.org/W2107131609","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2113459411","https://openalex.org/W2140508053","https://openalex.org/W2143387805","https://openalex.org/W2153959628","https://openalex.org/W2155904486","https://openalex.org/W2163345210","https://openalex.org/W2170240176","https://openalex.org/W2251934469","https://openalex.org/W2251939518","https://openalex.org/W2256388387","https://openalex.org/W2296073425","https://openalex.org/W2335728318","https://openalex.org/W2340897893","https://openalex.org/W2396881363","https://openalex.org/W2407536635","https://openalex.org/W2462710403","https://openalex.org/W2471138382","https://openalex.org/W2524365899","https://openalex.org/W2540392403","https://openalex.org/W2563929989","https://openalex.org/W2575032143","https://openalex.org/W2593021375","https://openalex.org/W2614195334","https://openalex.org/W2726539084","https://openalex.org/W2750023899","https://openalex.org/W2774918944","https://openalex.org/W2788686132","https://openalex.org/W2798803565","https://openalex.org/W2798820905","https://openalex.org/W2808130788","https://openalex.org/W2809951144","https://openalex.org/W2885189453","https://openalex.org/W2898952346","https://openalex.org/W2901595091","https://openalex.org/W2904845482","https://openalex.org/W2907492528","https://openalex.org/W2921833330","https://openalex.org/W2939923004","https://openalex.org/W2949899225","https://openalex.org/W2951061410","https://openalex.org/W2951147191","https://openalex.org/W2951262644","https://openalex.org/W2951786554","https://openalex.org/W2953943327","https://openalex.org/W2956371155","https://openalex.org/W2962892701","https://openalex.org/W2963238274","https://openalex.org/W2963296333","https://openalex.org/W2963491601","https://openalex.org/W2963613834","https://openalex.org/W2963696295","https://openalex.org/W2964015378","https://openalex.org/W2964154753","https://openalex.org/W2964441025","https://openalex.org/W2965858015","https://openalex.org/W2966123527","https://openalex.org/W2966379335","https://openalex.org/W2969471275","https://openalex.org/W2972940946","https://openalex.org/W2977942577","https://openalex.org/W2983697263","https://openalex.org/W2984227554","https://openalex.org/W2986514296","https://openalex.org/W2992279134","https://openalex.org/W2998186405","https://openalex.org/W2998244479","https://openalex.org/W3003492572","https://openalex.org/W3010360081","https://openalex.org/W3016618833","https://openalex.org/W3025330860","https://openalex.org/W3025831204","https://openalex.org/W3034199299","https://openalex.org/W3034235207","https://openalex.org/W3034565211","https://openalex.org/W3035499919","https://openalex.org/W3037484566","https://openalex.org/W3037588750","https://openalex.org/W3037653749","https://openalex.org/W3040475362","https://openalex.org/W3041141744","https://openalex.org/W3042339774","https://openalex.org/W3043458058","https://openalex.org/W3044126222","https://openalex.org/W3080353943","https://openalex.org/W3082456245","https://openalex.org/W3083651941","https://openalex.org/W3093344337","https://openalex.org/W3093903225","https://openalex.org/W3094899070","https://openalex.org/W3101345273","https://openalex.org/W3101757562","https://openalex.org/W3105522431","https://openalex.org/W3110608319","https://openalex.org/W3118608800","https://openalex.org/W3119685738","https://openalex.org/W3119698447","https://openalex.org/W3124430069","https://openalex.org/W3128497535","https://openalex.org/W3153613869","https://openalex.org/W3153829754","https://openalex.org/W3159054876","https://openalex.org/W3164803610","https://openalex.org/W3166396011","https://openalex.org/W3171989889","https://openalex.org/W3174278275","https://openalex.org/W3174481471","https://openalex.org/W3174749557","https://openalex.org/W3175400354","https://openalex.org/W3175994565","https://openalex.org/W3176095518","https://openalex.org/W3179192172","https://openalex.org/W3179550234","https://openalex.org/W3184557372","https://openalex.org/W3184966323","https://openalex.org/W3186191775","https://openalex.org/W3188271578","https://openalex.org/W3188523428","https://openalex.org/W3188648403","https://openalex.org/W3190040206","https://openalex.org/W3202288969","https://openalex.org/W3203978358","https://openalex.org/W3205626500","https://openalex.org/W3206774598","https://openalex.org/W3208280523","https://openalex.org/W3209672282","https://openalex.org/W3213630957","https://openalex.org/W3214316849","https://openalex.org/W3214487193","https://openalex.org/W3215011770","https://openalex.org/W3216480618","https://openalex.org/W4200631738","https://openalex.org/W4210257598","https://openalex.org/W4210364185","https://openalex.org/W4221138759","https://openalex.org/W4221149654","https://openalex.org/W4221166361","https://openalex.org/W4223948957","https://openalex.org/W4226014440","https://openalex.org/W4226029754","https://openalex.org/W4226193725","https://openalex.org/W4226299446","https://openalex.org/W4226533617","https://openalex.org/W4235765578","https://openalex.org/W4239072543","https://openalex.org/W4280521994","https://openalex.org/W4281258849","https://openalex.org/W4281492306","https://openalex.org/W4282575347","https://openalex.org/W4283699390","https://openalex.org/W4283791551","https://openalex.org/W4283793264","https://openalex.org/W4284679506","https://openalex.org/W4285123725","https://openalex.org/W4285157242","https://openalex.org/W4285177617","https://openalex.org/W4286892123","https://openalex.org/W4287125019","https://openalex.org/W4287594986","https://openalex.org/W4288346304","https://openalex.org/W4290945397","https://openalex.org/W4294760421","https://openalex.org/W4295521015","https://openalex.org/W4303450611","https://openalex.org/W4304701271","https://openalex.org/W4306150613","https://openalex.org/W4306706525","https://openalex.org/W4307312371","https://openalex.org/W4308831359","https://openalex.org/W4311594954","https://openalex.org/W4312116378","https://openalex.org/W4312407813","https://openalex.org/W4312507102","https://openalex.org/W4312540784","https://openalex.org/W4312595781","https://openalex.org/W4312677475","https://openalex.org/W4312982586","https://openalex.org/W4313129750","https://openalex.org/W4313138032","https://openalex.org/W4313199175","https://openalex.org/W4319296823","https://openalex.org/W4327810158","https://openalex.org/W4376133601","https://openalex.org/W4385245566","https://openalex.org/W4385566825","https://openalex.org/W4385570405","https://openalex.org/W4385570415","https://openalex.org/W4385570674","https://openalex.org/W4385571896","https://openalex.org/W4385573017","https://openalex.org/W4385573677","https://openalex.org/W4385573715","https://openalex.org/W4385573939","https://openalex.org/W4385574136","https://openalex.org/W4386576801","https://openalex.org/W4388817142","https://openalex.org/W4389518829","https://openalex.org/W4391021776","https://openalex.org/W4396854066","https://openalex.org/W4413554899","https://openalex.org/W6618476874","https://openalex.org/W6640963894","https://openalex.org/W6675727926","https://openalex.org/W6676984168","https://openalex.org/W6680929914","https://openalex.org/W6685053522","https://openalex.org/W6691354274","https://openalex.org/W6726873649","https://openalex.org/W6728047685","https://openalex.org/W6734269522","https://openalex.org/W6735374517","https://openalex.org/W6738279980","https://openalex.org/W6741753795","https://openalex.org/W6747231328","https://openalex.org/W6748034479","https://openalex.org/W6752560583","https://openalex.org/W6756006995","https://openalex.org/W6761687610","https://openalex.org/W6761730653","https://openalex.org/W6763207421","https://openalex.org/W6764588566","https://openalex.org/W6771061238","https://openalex.org/W6777580906","https://openalex.org/W6778146605","https://openalex.org/W6779629370","https://openalex.org/W6780533616","https://openalex.org/W6780848149","https://openalex.org/W6781466712","https://openalex.org/W6784473868","https://openalex.org/W6784917357","https://openalex.org/W6785494553","https://openalex.org/W6790050283","https://openalex.org/W6791353385","https://openalex.org/W6794739717","https://openalex.org/W6795971437","https://openalex.org/W6799429614","https://openalex.org/W6799650303","https://openalex.org/W6802869198","https://openalex.org/W6802985512","https://openalex.org/W6802991583","https://openalex.org/W6803387787","https://openalex.org/W6803499426","https://openalex.org/W6804074986","https://openalex.org/W6804153145","https://openalex.org/W6804170153","https://openalex.org/W6809673346","https://openalex.org/W6809861088","https://openalex.org/W6810375867","https://openalex.org/W6810626217","https://openalex.org/W6811312655","https://openalex.org/W6837646708","https://openalex.org/W6838354730","https://openalex.org/W6838838199","https://openalex.org/W6838914834","https://openalex.org/W6845868278","https://openalex.org/W6846105254","https://openalex.org/W6846372548","https://openalex.org/W6846744052","https://openalex.org/W6847225863","https://openalex.org/W6849151186","https://openalex.org/W6855275525"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W4323565446"],"abstract_inverted_index":{"Active":[0],"learning":[1,47,106],"seeks":[2],"to":[3,19,35,157],"achieve":[4],"strong":[5],"performance":[6],"with":[7],"fewer":[8],"training":[9,109],"samples.":[10],"It":[11],"does":[12],"this":[13,175,182],"by":[14],"iteratively":[15],"asking":[16],"an":[17,54],"oracle":[18],"label":[20],"newly":[21],"selected":[22],"samples":[23],"in":[24,127,167,170,181],"a":[25,90,148,160],"human-in-the-loop":[26],"manner.":[27],"This":[28,154],"technique":[29],"has":[30],"gained":[31],"increasing":[32],"popularity":[33],"due":[34],"its":[36,40],"broad":[37],"applicability,":[38],"yet":[39],"survey":[41,58,176],"papers,":[42],"especially":[43],"for":[44,165],"deep":[45,103],"active":[46],"(DAL),":[48],"remain":[49],"scarce.":[50],"Therefore,":[51],"we":[52,70,87,119,142],"conduct":[53],"advanced":[55],"and":[56,67,76,82,108,111,116,138,145,162],"comprehensive":[57],"on":[59],"DAL.":[60,171],"We":[61,172],"first":[62],"introduce":[63],"reviewed":[64],"paper":[65],"collection":[66],"filtering.":[68],"Second,":[69],"formally":[71],"define":[72],"the":[73,78,122],"DAL":[74,93,126],"task":[75],"summarize":[77,121],"most":[79],"influential":[80],"baselines":[81],"widely":[83],"used":[84],"datasets.":[85],"Third,":[86],"systematically":[88],"provide":[89],"taxonomy":[91],"of":[92,125,151],"methods":[94],"from":[95],"five":[96],"perspectives,":[97],"including":[98],"annotation":[99],"types,":[100],"query":[101],"strategies,":[102],"model":[104],"architectures,":[105],"paradigms,":[107],"processes,":[110],"objectively":[112],"analyze":[113],"their":[114],"strengths":[115],"weaknesses.":[117],"Then,":[118],"comprehensively":[120],"main":[123],"applications":[124],"natural":[128],"language":[129],"processing":[130],"(NLP),":[131],"computer":[132],"vision":[133],"(CV),":[134],"data":[135],"mining":[136],"(DM),":[137],"so":[139],"on.":[140],"Finally,":[141],"discuss":[143],"challenges":[144],"perspectives":[146],"after":[147],"detailed":[149],"analysis":[150],"current":[152],"studies.":[153],"work":[155],"aims":[156],"serve":[158],"as":[159],"useful":[161],"quick":[163],"guide":[164],"researchers":[166],"overcoming":[168],"difficulties":[169],"hope":[173],"that":[174],"will":[177],"spur":[178],"further":[179],"progress":[180],"burgeoning":[183],"field.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":25},{"year":2025,"cited_by_count":66},{"year":2024,"cited_by_count":5}],"updated_date":"2026-06-03T09:05:47.796612","created_date":"2025-10-10T00:00:00"}