{"id":"https://openalex.org/W4397048911","doi":"https://doi.org/10.1007/978-3-031-60635-9_5","title":"VisionKG: Unleashing the\u00a0Power of\u00a0Visual Datasets via\u00a0Knowledge Graph","display_name":"VisionKG: Unleashing the\u00a0Power of\u00a0Visual Datasets via\u00a0Knowledge Graph","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4397048911","doi":"https://doi.org/10.1007/978-3-031-60635-9_5"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-60635-9_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-60635-9_5","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-031-60635-9_5","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060056847","display_name":"Jicheng Yuan","orcid":"https://orcid.org/0000-0002-9812-2342"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Jicheng Yuan","raw_affiliation_strings":["Open Distributed Systems, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Open Distributed Systems, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238","https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050670248","display_name":"Anh Le-Tuan","orcid":"https://orcid.org/0000-0003-2458-607X"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]},{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anh Le-Tuan","raw_affiliation_strings":["Open Distributed Systems, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Open Distributed Systems, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238","https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086262047","display_name":"Manh Nguyen-Duc","orcid":null},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manh Nguyen-Duc","raw_affiliation_strings":["Open Distributed Systems, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Open Distributed Systems, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238","https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052422666","display_name":"Trung-Kien Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I889804353","display_name":"Robert Bosch (Germany)","ror":"https://ror.org/01fe0jt45","country_code":"DE","type":"company","lineage":["https://openalex.org/I889804353"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Trung-Kien Tran","raw_affiliation_strings":["Bosch Center for Artificial Intelligence, Renningen, Germany"],"affiliations":[{"raw_affiliation_string":"Bosch Center for Artificial Intelligence, Renningen, Germany","institution_ids":["https://openalex.org/I889804353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031880032","display_name":"Manfred Hauswirth","orcid":"https://orcid.org/0000-0002-1839-0372"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]},{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manfred Hauswirth","raw_affiliation_strings":["Fraunhofer Institute for Open Communication Systems, Berlin, Germany","Open Distributed Systems, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Open Communication Systems, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238"]},{"raw_affiliation_string":"Open Distributed Systems, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238","https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084289174","display_name":"Danh Le-Phuoc","orcid":"https://orcid.org/0000-0003-2480-9261"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Danh Le-Phuoc","raw_affiliation_strings":["Fraunhofer Institute for Open Communication Systems, Berlin, Germany","Open Distributed Systems, Technical University of Berlin, Berlin, Germany"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Open Communication Systems, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238"]},{"raw_affiliation_string":"Open Distributed Systems, Technical University of Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I2800804238","https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5060056847"],"corresponding_institution_ids":["https://openalex.org/I2800804238","https://openalex.org/I4577782"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":1.3213,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86095872,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"75","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9994999766349792,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.998199999332428,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9959999918937683,"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":0.8706382513046265},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.6233699321746826},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5102319717407227},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.42797282338142395},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3525286912918091}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8706382513046265},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.6233699321746826},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5102319717407227},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.42797282338142395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3525286912918091}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-60635-9_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-60635-9_5","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:publica.fraunhofer.de:publica/510464","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/510464","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-60635-9_5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-60635-9_5","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W1999404243","https://openalex.org/W2031489346","https://openalex.org/W2080133951","https://openalex.org/W2081580037","https://openalex.org/W2108598243","https://openalex.org/W2115579991","https://openalex.org/W2138011018","https://openalex.org/W2277195237","https://openalex.org/W2302501749","https://openalex.org/W2561529111","https://openalex.org/W2565639579","https://openalex.org/W2735810033","https://openalex.org/W2740569051","https://openalex.org/W2781228439","https://openalex.org/W2939059980","https://openalex.org/W2948672349","https://openalex.org/W2955326041","https://openalex.org/W2963026686","https://openalex.org/W2963257410","https://openalex.org/W2963351448","https://openalex.org/W2966317026","https://openalex.org/W2975169180","https://openalex.org/W2981528363","https://openalex.org/W2983943451","https://openalex.org/W3003490096","https://openalex.org/W3035086574","https://openalex.org/W3035564946","https://openalex.org/W3049725509","https://openalex.org/W3099478832","https://openalex.org/W3111082901","https://openalex.org/W3118608800","https://openalex.org/W3174396556","https://openalex.org/W3181997330","https://openalex.org/W3198194663","https://openalex.org/W3202392894","https://openalex.org/W3207649350","https://openalex.org/W3212464620","https://openalex.org/W3213788787","https://openalex.org/W4244757210","https://openalex.org/W4245861846","https://openalex.org/W4283066310","https://openalex.org/W4288083516","https://openalex.org/W4312456860","https://openalex.org/W4313433600","https://openalex.org/W4366352743","https://openalex.org/W6606146267","https://openalex.org/W6718471829","https://openalex.org/W6837943916","https://openalex.org/W6843591696"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W2054026175"],"abstract_inverted_index":{"The":[0],"availability":[1],"of":[2,5,48,90,133,138,145,186,241],"vast":[3],"amounts":[4],"visual":[6,30,76,112,135,180],"data":[7,42,169,200],"with":[8,40,259],"diverse":[9,62],"and":[10,20,27,34,50,58,65,86,110,117,131,142,152,171,178,190,195,198,202,207,235,244],"fruitful":[11],"features":[12],"is":[13,52,155,158],"a":[14,104,125,167],"key":[15,147],"factor":[16],"for":[17,36,44],"developing,":[18],"verifying,":[19],"benchmarking":[21],"advanced":[22],"computer":[23,247,260],"vision":[24,248,261],"(CV)":[25],"algorithms":[26],"architectures.":[28],"Most":[29],"datasets":[31,113,243],"are":[32],"created":[33],"curated":[35],"specific":[37,46],"tasks":[38],"or":[39],"limited":[41],"distribution":[43],"very":[45],"fields":[47],"interest,":[49],"there":[51],"no":[53],"unified":[54,126,168],"approach":[55,151],"to":[56,175],"manage":[57],"access":[59,130],"them":[60],"across":[61,254],"sources,":[63],"tasks,":[64,249],"taxonomies.":[66,143],"This":[67],"not":[68,159],"only":[69,160],"creates":[70],"unnecessary":[71],"overheads":[72],"when":[73,257],"building":[74],"robust":[75],"recognition":[77],"systems,":[78],"but":[79,164],"also":[80,165],"introduces":[81],"biases":[82],"into":[83],"learning":[84],"systems":[85],"limits":[87],"the":[88,99,146,184,187,239],"capabilities":[89],"data-centric":[91],"AI.":[92],"To":[93],"address":[94],"these":[95],"problems,":[96],"we":[97,250],"propose":[98],"Vision":[100],"Knowledge":[101],"Graph":[102],"(VisionKG),":[103],"novel":[105],"resource":[106],"that":[107,156,223],"interlinks,":[108],"organizes":[109],"manages":[111],"via":[114,205],"knowledge":[115,173],"graphs":[116],"Semantic":[118],"Web":[119],"technologies.":[120],"It":[121,182],"can":[122,230],"serve":[123],"as":[124],"framework":[127],"facilitating":[128],"simple":[129],"querying":[132],"state-of-the-art":[134],"datasets,":[136],"regardless":[137],"their":[139],"heterogeneous":[140],"formats":[141],"One":[144],"differences":[148],"between":[149],"our":[150],"existing":[153],"methods":[154],"VisionKG":[157,216],"based":[161],"on":[162],"metadata":[163],"utilizes":[166],"schema":[170],"external":[172],"bases":[174],"integrate,":[176],"interlink,":[177],"align":[179],"datasets.":[181],"enhances":[183],"enrichment":[185],"semantic":[188],"descriptions":[189],"interpretation":[191],"at":[192,233],"both":[193],"image":[194],"instance":[196],"levels":[197],"offers":[199],"retrieval":[201],"exploratory":[203],"services":[204],"SPARQL":[206],"natural":[208],"language":[209],"empowered":[210],"by":[211],"Large":[212],"Language":[213],"Models":[214],"(LLMs).":[215],"currently":[217],"contains":[218],"617":[219],"million":[220,227],"RDF":[221],"triples":[222],"describe":[224],"approximately":[225],"61":[226],"entities,":[228],"which":[229],"be":[231],"accessed":[232],"https://vision.semkg.org":[234],"through":[236],"APIs.":[237],"With":[238],"integration":[240],"37":[242],"four":[245],"popular":[246],"demonstrate":[251],"its":[252],"usefulness":[253],"various":[255],"scenarios":[256],"working":[258],"pipelines.":[262]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}