{"id":"https://openalex.org/W4288771025","doi":"https://doi.org/10.1109/tai.2022.3194869","title":"Graph Representation Learning Meets Computer Vision: A Survey","display_name":"Graph Representation Learning Meets Computer Vision: A Survey","publication_year":2022,"publication_date":"2022-07-29","ids":{"openalex":"https://openalex.org/W4288771025","doi":"https://doi.org/10.1109/tai.2022.3194869"},"language":"en","primary_location":{"id":"doi:10.1109/tai.2022.3194869","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2022.3194869","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"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 Artificial Intelligence","raw_type":"journal-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/A5050630882","display_name":"Licheng Jiao","orcid":"https://orcid.org/0000-0003-3354-9617"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Licheng Jiao","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100332950","display_name":"Jie Chen","orcid":"https://orcid.org/0000-0002-6876-5072"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Chen","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100453075","display_name":"Fang Liu","orcid":"https://orcid.org/0000-0002-5669-9354"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fang Liu","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100764373","display_name":"Shuyuan Yang","orcid":"https://orcid.org/0000-0002-4796-5737"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuyuan Yang","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073501243","display_name":"Chao You","orcid":"https://orcid.org/0000-0001-8501-1945"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao You","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100331710","display_name":"Xu Liu","orcid":"https://orcid.org/0000-0002-8780-5455"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Liu","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100443350","display_name":"Lingling Li","orcid":"https://orcid.org/0000-0002-6130-2518"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingling Li","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043022387","display_name":"Biao Hou","orcid":"https://orcid.org/0000-0002-1996-186X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Biao Hou","raw_affiliation_strings":["Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Perception and Image Understanding of the Ministry of Education of China, International Research Center of Intelligent Perception and Computation, School of Artificial Intelligence, Xidian University, Xi'an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5050630882"],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":10.6257,"has_fulltext":false,"cited_by_count":81,"citation_normalized_percentile":{"value":0.98588393,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"4","issue":"1","first_page":"2","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998999834060669,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9983999729156494,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9660999774932861,"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/computer-science","display_name":"Computer science","score":0.7334823608398438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5480861067771912},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5423226952552795},{"id":"https://openalex.org/keywords/graph-database","display_name":"Graph database","score":0.5268660187721252},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.5185573697090149},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5150777697563171},{"id":"https://openalex.org/keywords/graph-embedding","display_name":"Graph embedding","score":0.4224506616592407},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40624281764030457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7334823608398438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5480861067771912},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5423226952552795},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.5268660187721252},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.5185573697090149},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5150777697563171},{"id":"https://openalex.org/C75564084","wikidata":"https://www.wikidata.org/wiki/Q5597085","display_name":"Graph embedding","level":3,"score":0.4224506616592407},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40624281764030457}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tai.2022.3194869","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tai.2022.3194869","pdf_url":null,"source":{"id":"https://openalex.org/S4210169448","display_name":"IEEE Transactions on Artificial Intelligence","issn_l":"2691-4581","issn":["2691-4581"],"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 Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":195,"referenced_works":["https://openalex.org/W289401892","https://openalex.org/W1483019628","https://openalex.org/W1498158520","https://openalex.org/W1511986666","https://openalex.org/W1536929369","https://openalex.org/W1555703567","https://openalex.org/W1578196132","https://openalex.org/W1582351567","https://openalex.org/W1593793857","https://openalex.org/W1905051261","https://openalex.org/W1963937305","https://openalex.org/W1965631193","https://openalex.org/W1967973024","https://openalex.org/W1991252559","https://openalex.org/W1992208818","https://openalex.org/W1999653836","https://openalex.org/W2011587419","https://openalex.org/W2024938892","https://openalex.org/W2026446464","https://openalex.org/W2041875597","https://openalex.org/W2058853524","https://openalex.org/W2064675550","https://openalex.org/W2077069816","https://openalex.org/W2094539604","https://openalex.org/W2098411764","https://openalex.org/W2100495367","https://openalex.org/W2101491865","https://openalex.org/W2102785645","https://openalex.org/W2108119513","https://openalex.org/W2111935653","https://openalex.org/W2116341502","https://openalex.org/W2123713131","https://openalex.org/W2124592697","https://openalex.org/W2127827747","https://openalex.org/W2137110664","https://openalex.org/W2139906443","https://openalex.org/W2157331557","https://openalex.org/W2163937424","https://openalex.org/W2165263771","https://openalex.org/W2203062554","https://openalex.org/W2208717854","https://openalex.org/W2217690257","https://openalex.org/W2251436415","https://openalex.org/W2269938945","https://openalex.org/W2277195237","https://openalex.org/W2411643563","https://openalex.org/W2435294582","https://openalex.org/W2463598282","https://openalex.org/W2468480815","https://openalex.org/W2478302134","https://openalex.org/W2511630356","https://openalex.org/W2512745079","https://openalex.org/W2520964758","https://openalex.org/W2556108308","https://openalex.org/W2558460151","https://openalex.org/W2560096627","https://openalex.org/W2579549467","https://openalex.org/W2581887665","https://openalex.org/W2594857575","https://openalex.org/W2607855566","https://openalex.org/W2735797020","https://openalex.org/W2776622059","https://openalex.org/W2776766374","https://openalex.org/W2792559311","https://openalex.org/W2794048225","https://openalex.org/W2796001081","https://openalex.org/W2798874329","https://openalex.org/W2799215407","https://openalex.org/W2805516822","https://openalex.org/W2809418595","https://openalex.org/W2883638665","https://openalex.org/W2886970679","https://openalex.org/W2895065325","https://openalex.org/W2895588569","https://openalex.org/W2896059768","https://openalex.org/W2896190342","https://openalex.org/W2904378456","https://openalex.org/W2906697496","https://openalex.org/W2907492528","https://openalex.org/W2919115771","https://openalex.org/W2925177113","https://openalex.org/W2930556772","https://openalex.org/W2932399282","https://openalex.org/W2936308985","https://openalex.org/W2940457086","https://openalex.org/W2940689336","https://openalex.org/W2948080642","https://openalex.org/W2948246283","https://openalex.org/W2948519073","https://openalex.org/W2950090532","https://openalex.org/W2952491060","https://openalex.org/W2954137266","https://openalex.org/W2954300568","https://openalex.org/W2955954653","https://openalex.org/W2962779575","https://openalex.org/W2962785943","https://openalex.org/W2963101956","https://openalex.org/W2963165299","https://openalex.org/W2963169753","https://openalex.org/W2963184176","https://openalex.org/W2963224980","https://openalex.org/W2963441581","https://openalex.org/W2963465695","https://openalex.org/W2963486920","https://openalex.org/W2963497309","https://openalex.org/W2963513598","https://openalex.org/W2963649796","https://openalex.org/W2963661549","https://openalex.org/W2963745697","https://openalex.org/W2964051675","https://openalex.org/W2964318832","https://openalex.org/W2965744772","https://openalex.org/W2981193805","https://openalex.org/W2981199548","https://openalex.org/W2982112268","https://openalex.org/W2985683375","https://openalex.org/W2987391422","https://openalex.org/W2991583626","https://openalex.org/W2997809650","https://openalex.org/W2997890711","https://openalex.org/W2998575480","https://openalex.org/W2998702685","https://openalex.org/W3004349648","https://openalex.org/W3010360466","https://openalex.org/W3011233217","https://openalex.org/W3011667710","https://openalex.org/W3016085330","https://openalex.org/W3024007459","https://openalex.org/W3028306149","https://openalex.org/W3034637015","https://openalex.org/W3035252826","https://openalex.org/W3045255111","https://openalex.org/W3092054443","https://openalex.org/W3098612954","https://openalex.org/W3103523530","https://openalex.org/W3105816179","https://openalex.org/W3107591966","https://openalex.org/W3109196706","https://openalex.org/W3112702808","https://openalex.org/W3128443161","https://openalex.org/W3129758539","https://openalex.org/W3142570770","https://openalex.org/W3148981562","https://openalex.org/W3152893301","https://openalex.org/W3158711590","https://openalex.org/W3161570989","https://openalex.org/W3162776991","https://openalex.org/W3169139819","https://openalex.org/W3176947119","https://openalex.org/W3177765762","https://openalex.org/W3181317745","https://openalex.org/W3184736166","https://openalex.org/W3194701996","https://openalex.org/W3195639294","https://openalex.org/W3212813052","https://openalex.org/W4205482611","https://openalex.org/W4206482253","https://openalex.org/W4232872328","https://openalex.org/W4251194840","https://openalex.org/W4293651439","https://openalex.org/W4322614756","https://openalex.org/W6620707391","https://openalex.org/W6632100814","https://openalex.org/W6637178625","https://openalex.org/W6680285999","https://openalex.org/W6682082992","https://openalex.org/W6690815549","https://openalex.org/W6713494006","https://openalex.org/W6713507025","https://openalex.org/W6713582119","https://openalex.org/W6719270105","https://openalex.org/W6720006811","https://openalex.org/W6729956949","https://openalex.org/W6730084236","https://openalex.org/W6736685754","https://openalex.org/W6738964360","https://openalex.org/W6739930931","https://openalex.org/W6744557953","https://openalex.org/W6748799445","https://openalex.org/W6751455638","https://openalex.org/W6751796012","https://openalex.org/W6752404935","https://openalex.org/W6754030515","https://openalex.org/W6754375721","https://openalex.org/W6754929296","https://openalex.org/W6757713970","https://openalex.org/W6760001035","https://openalex.org/W6771621015","https://openalex.org/W6771709057","https://openalex.org/W6771932116","https://openalex.org/W6774008473","https://openalex.org/W6775054590","https://openalex.org/W6779715462","https://openalex.org/W6779733120","https://openalex.org/W6779961489"],"related_works":["https://openalex.org/W3149439221","https://openalex.org/W4287763734","https://openalex.org/W3115442681","https://openalex.org/W3035116611","https://openalex.org/W2007838763","https://openalex.org/W4387800327","https://openalex.org/W2391000461","https://openalex.org/W4386112722","https://openalex.org/W2972311463","https://openalex.org/W3211302945"],"abstract_inverted_index":{"A":[0],"graph":[1,32,54,98,112,116,122,134,158,185],"structure":[2],"is":[3,34],"a":[4,35,50],"powerful":[5],"mathematical":[6],"abstraction,":[7],"which":[8],"can":[9],"not":[10],"only":[11],"represent":[12],"information":[13],"about":[14],"individuals":[15,22],"but":[16],"also":[17,126,165],"capture":[18],"the":[19,41,67,77,86,88,131,156,169,178],"interactions":[20],"between":[21],"for":[23,151],"reasoning.":[24],"Geometric":[25],"modeling":[26],"and":[27,57,80,100,106,119,149,153,155,173,181,188],"relational":[28],"inference":[29],"based":[30,84],"on":[31,72,85,168],"data":[33],"long-standing":[36],"topic":[37],"of":[38,53,69,121,133,171,184],"interest":[39],"in":[40,60,137,161],"computer":[42,61,162,189],"vision":[43,139,163],"community.":[44],"In":[45],"this":[46],"article,":[47],"we":[48,64,129,176],"provide":[49],"systematic":[51],"review":[52,152],"representation":[55,70,135,186],"learning":[56,71,187],"its":[58],"applications":[59,132],"vision.":[62,190],"First,":[63],"sort":[65],"out":[66],"evolution":[68],"graphs,":[73],"categorizing":[74],"them":[75],"into":[76],"nonneural":[78,93],"network":[79,82,94,108],"neural":[81,107,114,123],"methods":[83],"way":[87],"nodes":[89],"are":[90,104,125,164],"encoded.":[91],"Specifically,":[92],"methods,":[95,109],"such":[96,110],"as":[97,111,142],"embedding":[99],"probabilistic":[101],"graphical":[102],"models,":[103],"introduced,":[105],"recurrent":[113],"networks,":[115,118,124],"convolutional":[117],"variants":[120],"presented.":[127],"Then,":[128],"organize":[130],"algorithms":[136],"various":[138],"tasks":[140],"(such":[141],"image":[143],"classification,":[144],"semantic":[145],"segmentation,":[146],"object":[147],"detection,":[148],"tracking)":[150],"reference,":[154],"typical":[157],"construction":[159],"approaches":[160],"summarized.":[166],"Finally,":[167],"background":[170],"biology":[172],"brain":[174],"inspiration,":[175],"discuss":[177],"existing":[179],"challenges":[180],"future":[182],"directions":[183]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":4}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}