{"id":"https://openalex.org/W7080447144","doi":"https://doi.org/10.5281/zenodo.17076303","title":"NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection","display_name":"NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection","publication_year":2025,"publication_date":"2025-09-08","ids":{"openalex":"https://openalex.org/W7080447144","doi":"https://doi.org/10.5281/zenodo.17076303"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.17076303","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17076303","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5281/zenodo.17076303","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"David Herron","orcid":"https://orcid.org/0009-0008-2736-6789"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"David Herron","raw_affiliation_strings":["City, University of London"],"affiliations":[{"raw_affiliation_string":"City, University of London","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ernesto Jimenez-Ruiz","orcid":"https://orcid.org/0000-0002-9083-4599"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ernesto Jimenez-Ruiz","raw_affiliation_strings":["City, University of London"],"affiliations":[{"raw_affiliation_string":"City, University of London","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Giacomo Tarroni","orcid":"https://orcid.org/0000-0002-0341-6138"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Giacomo Tarroni","raw_affiliation_strings":["City, University of London"],"affiliations":[{"raw_affiliation_string":"City, University of London","institution_ids":["https://openalex.org/I180825142"]}]},{"author_position":"last","author":{"id":null,"display_name":"Tillman Weyde","orcid":"https://orcid.org/0000-0001-8028-9905"},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tillman Weyde","raw_affiliation_strings":["City, University of London"],"affiliations":[{"raw_affiliation_string":"City, University of London","institution_ids":["https://openalex.org/I180825142"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I180825142"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.4058000147342682,"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/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.4058000147342682,"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/T13177","display_name":"Geological and Geophysical Studies","score":0.04859999939799309,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13067","display_name":"Geological Modeling and Analysis","score":0.03009999915957451,"subfield":{"id":"https://openalex.org/subfields/1906","display_name":"Geochemistry and Petrology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.6559000015258789},{"id":"https://openalex.org/keywords/semantic-web","display_name":"Semantic Web","score":0.6349999904632568},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.5960000157356262},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5892000198364258},{"id":"https://openalex.org/keywords/web-resource","display_name":"Web resource","score":0.4514999985694885},{"id":"https://openalex.org/keywords/web-ontology-language","display_name":"Web Ontology Language","score":0.38670000433921814},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.3700999915599823},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.3456000089645386}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7896000146865845},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.6559000015258789},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.6349999904632568},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.5960000157356262},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5892000198364258},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4632999897003174},{"id":"https://openalex.org/C65603577","wikidata":"https://www.wikidata.org/wiki/Q3427877","display_name":"Web resource","level":2,"score":0.4514999985694885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4146000146865845},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4097999930381775},{"id":"https://openalex.org/C101230327","wikidata":"https://www.wikidata.org/wiki/Q826165","display_name":"Web Ontology Language","level":3,"score":0.38670000433921814},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.3700999915599823},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3456000089645386},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3434999883174896},{"id":"https://openalex.org/C534406577","wikidata":"https://www.wikidata.org/wiki/Q7550843","display_name":"Social Semantic Web","level":3,"score":0.3125},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.3003999888896942},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.29840001463890076},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.290800005197525},{"id":"https://openalex.org/C2777508537","wikidata":"https://www.wikidata.org/wiki/Q7936620","display_name":"Visual reasoning","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.27459999918937683},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C6881194","wikidata":"https://www.wikidata.org/wiki/Q7449091","display_name":"Semantic technology","level":4,"score":0.2732999920845032},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.2603999972343445},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26019999384880066},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5281/zenodo.17076303","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17076303","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"dataset"}],"best_oa_location":{"id":"doi:10.5281/zenodo.17076303","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.17076303","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"dataset"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"NeSy4VRD":[0,1,35,69,96,146,169,183,187,196,202,207,215,231,250,269,300,430,446,455,461,476,498,595,602,637,642,666,672,684,695,707,725,735,752,760,768,786,794,802,819,839,862,876,911,926,932,948,955,976,1002,1037,1060,1189,1239,1262,1325],"is":[2,72,139,175,271,364,396,433,568,866,1073,1111,1123,1134,1350],"a":[3,255,367,378,400,403,434,844,1069,1094,1099,1113,1144,1430],"multifaceted,":[4],"multipurpose":[5],"resource":[6,37,71,171,668,686],"designed":[7,272],"to":[8,39,50,73,97,402,547,575,693,837,857,867,873,890,908,920,941,971,997,1015,1025,1034,1053,1078,1097,1108,1147,1179,1192,1206,1226,1241,1251,1264,1272,1279,1291,1335,1340,1391,1428],"foster":[9,74],"neurosymbolic":[10],"AI":[11,45,91,161,612,649],"(NeSy)":[12],"research,":[13],"particularly":[14],"NeSy":[15,77,103,120,554,573,621,942,1020],"research":[16,36,70,78,104,118,123,170,276,555,650,667,685,902,1336],"using":[17,79,822,946],"Semantic":[18,80,107],"Web":[19,81,108],"technologies":[20,82,109],"such":[21,83,414,1112,1209],"as":[22,31,84,110,147,236,243,366,377,399,415,457,564,738,1210,1222,1400],"OWL":[23,85,210,438,486,508,535,545,558,579,628],"ontologies,":[24],"OWL-based":[25,29,88,561,631],"knowledge":[26,89,562,632,765],"graphs":[27,563],"and":[28,59,87,166,181,204,258,283,311,319,330,340,357,376,410,425,489,520,524,551,560,590,630,639,680,763,781,791,825,848,904,1006,1013,1052,1087,1132,1271,1329],"reasoning":[30,411,546,580],"symbolic":[32,111,133,565],"components.":[33,566],"The":[34,168,214,227,249,268,429,512,683,767,851,906,931,1404],"pertains":[38],"the":[40,51,64,68,140,186,195,201,230,234,246,262,299,303,309,317,320,328,383,445,451,454,460,469,475,484,492,497,506,516,521,527,533,578,584,594,601,636,641,661,665,694,721,724,731,734,751,759,785,838,861,875,884,910,923,947,954,963,975,995,1001,1007,1027,1036,1059,1128,1148,1152,1181,1184,1188,1238,1252,1261,1266,1274,1280,1285,1292,1296,1301,1310,1314,1321,1330,1341,1346,1356,1368,1380,1384,1393,1397],"computer":[41,75,101,116,159,274,368,647,1076],"vision":[42,117,369,611,1056,1077],"field":[43],"of":[44,54,67,135,158,218,229,245,261,289,298,337,387,405,453,468,491,515,526,593,605,660,664,723,733,784,833,860,922,938,960,986,1010,1057,1102,1127,1151,1187,1232,1282,1295,1313,1324,1355,1371,1379,1396,1402,1421],"and,":[46],"within":[47,483,505],"that":[48,124,238,277,472,494,556,690,897,1044,1249,1363,1415],"field,":[49],"application":[52,370,385,412],"tasks":[53],"visual":[55,224,251,265,293,347,408,418,462,477,499,726,753,795,806,840,863,977,1003,1038,1139,1203,1244,1277,1326,1407],"relationship":[56,225,252,266,294,362,463,478,500,727,754,796,807,841,864,978,1004,1039,1140,1327,1408],"detection":[57,363],"(VRD)":[58],"scene":[60,388],"graph":[61,389,392],"generation.":[62,390],"Whilst":[63],"core":[65],"motivation":[66],"vision-based":[76,102,160,275,648],"ontologies":[86,559,629],"graphs,":[90,633],"researchers":[92,162,574,613,622,872,943,958,1021],"can":[93,151,634,748,959,1063],"readily":[94,152],"use":[95,443,640,909,1183,1216,1237,1260],"either:":[98],"1)":[99],"pursue":[100,115,122],"without":[105,119,131,969],"involving":[106,132],"components,":[112],"or":[113,620,830,835,886,893,973],"2)":[114],"(i.e.":[121],"focuses":[125],"purely":[126,607],"on":[127,184,192,670,673,699,708],"deep":[128,780,1419],"learning":[129],"alone,":[130],"components":[134,663,689,703,712],"any":[136,981,1138,1163],"kind).":[137],"This":[138,190],"sense":[141],"in":[142,172,281,316,335,372,394,459,474,496,553,598,618,627,756,812,843,878,914,945,951,980,1042,1075,1137,1234,1367],"which":[143,199,1016,1107],"we":[144],"describe":[145],"being":[148],"multipurpose:":[149],"it":[150,869,1122,1159],"be":[153,548,937,992,1046,1064,1156],"used":[154,398],"by":[155,583,644,881,887,994,1425],"diverse":[156,164,924],"groups":[157,652,928],"with":[163,222,444,587,600,750,758,953,1000,1106,1309,1383],"interests":[165],"objectives.":[167],"its":[173,205,373],"entirety":[174],"distributed":[176],"across":[177],"two":[178,314],"locations:":[179],"Zenodo":[180,193],"GitHub.":[182,671,709],"Zenodo:":[185],"dataset":[188,197,203,216,221,232,270,301,603,643,696,787,877,1343,1349],"package":[189,697],"entry":[191],"hosts":[194],"package,":[198],"includes":[200],"companion":[206,437,702,711,1332],"ontology,":[208,431,596,736,761,949,1029,1334],"an":[209,219,296,798,815,1166],"ontology":[211,439,536,586,638,965,1154,1298,1304],"called":[212],"VRD-World.":[213],"consists":[217,772],"image":[220,297,416,421,423,1218],"associated":[223,793,1382],"annotations.":[226,267,464,1141],"images":[228,282,790,1118,1194,1201,1248,1358,1399],"are":[233,254,313,333,349,691,704,1091,1410],"same":[235],"those":[237,290,1422],"were":[239],"once":[240],"publicly":[241,1412],"available":[242,669,705,1351,1413],"part":[244,1370,1401],"VRD":[247,264,789,1117,1342,1348,1357,1385,1398,1406],"dataset.":[248,447,956],"annotations":[253,479,501,728,755,842,865,979,1005,1040,1283,1409],"highly":[256],"customised":[257],"quality-improved":[259],"version":[260],"original":[263,1347,1405],"for":[273,295,382,442,544,572,778,804,827,871,988,1200,1230,1246,1284,1387],"involves":[278],"detecting":[279],"objects":[280,315,332,1082,1089,1255],"predicting":[284],"relationships":[285,348,525,1204,1245,1278],"between":[286,325,1080],"ordered":[287],"pairs":[288],"objects.":[291],"A":[292],"has":[302],"form":[304],"<'subject',":[305],"'predicate',":[306],"'object'>,":[307],"where":[308],"'subject'":[310,329],"'object'":[312,331],"image,":[318],"'predicate'":[321],"describes":[322,450],"some":[323],"relation":[324],"them.":[326],"Both":[327],"specified":[334,1275],"terms":[336],"bounding":[338,1228],"boxes":[339,1229],"object":[341,470,509,529,1011,1104,1130,1167,1207,1268,1317],"classes.":[342],"For":[343],"example,":[344],"representative":[345],"annotated":[346,1129],"<'person',":[350],"'ride',":[351],"'horse'>,":[352],"<'hat',":[353],"'on',":[354,1258],"'teddy":[355],"bear'>":[356],"<'cat',":[358],"'under',":[359],"'pillow'>.":[360],"Visual":[361],"pursued":[365],"task":[371,386],"own":[374],"right,":[375],"building":[379],"block":[380],"capability":[381],"broader":[384],"Scene":[391],"generation,":[393],"turn,":[395],"commonly":[397],"precursor":[401],"variety":[404],"enriched,":[406],"downstream":[407],"understanding":[409],"tasks,":[413],"captioning,":[417],"question":[419],"answering,":[420],"retrieval,":[422],"generation":[424],"multimedia":[426],"event":[427],"processing.":[428],"VRD-World,":[432,597,737,762,950],"rich,":[435],"well-aligned,":[436],"engineered":[440],"specifically":[441],"It":[448,1072],"directly":[449],"domain":[452],"dataset,":[456,1386],"reflected":[458],"More":[465],"specifically,":[466],"all":[467,490],"classes":[471,482,1012,1105,1131,1208],"feature":[473,495],"have":[480,502,615,624,1084,1098],"corresponding":[481,503],"VRD-World":[485,507,517,528,534,585,964,1028,1153,1297,1333],"class":[487,518,1146,1149,1269,1289,1293,1318],"hierarchy,":[488],"predicates":[493,1014],"properties":[504,530],"property":[510],"hierarchy.":[511],"rich":[513,522,537],"structure":[514],"hierarchy":[519,1150,1294],"characteristics":[523],"together":[531],"give":[532],"inference":[538],"semantics.":[539],"These":[540,701,710,957],"provide":[541],"ample":[542,570],"opportunity":[543],"meaningfully":[549],"exercised":[550],"exploited":[552],"uses":[557],"There":[567],"also":[569,657],"potential":[571,925],"explore":[576],"supplementing":[577],"capabilities":[581],"afforded":[582],"Datalog":[588],"rules":[589],"reasoning.":[591],"Use":[592],"conjunction":[599,757,952],"is,":[604],"course,":[606],"optional,":[608],"however.":[609],"Computer":[610],"who":[614,623],"no":[616,625],"interest":[617,626,940],"NeSy,":[619],"ignore":[635],"itself.":[645],"All":[646],"user":[651,927],"can,":[653],"if":[654,966],"they":[655,967,1017,1030],"wish,":[656],"avail":[658],"themselves":[659],"other":[662],"GitHub:":[674],"open":[675,716,740,774,799,816],"source":[676,717,741,775],"infrastructure":[677,719,769,856,913,1062,1191],"supporting":[678,720,770],"extensibility,":[679],"sample":[681,743],"code":[682,744,777],"incorporates":[687],"additional":[688,1315],"companions":[692],"here":[698],"Zenodo.":[700],"at":[706,1224],"consist":[713],"of:":[714,773],"comprehensive":[715,782,855],"Python-based":[718],"extensibility":[722,732,771,859,912,933,1061,1190],"(and,":[729],"thereby,":[730],"well)":[739],"Python":[742,776,823],"showing":[745],"how":[746,1058],"one":[747,1126,1378],"work":[749],"RDF":[764],"graphs.":[766],"conducting":[779],"analyses":[783],"(the":[788],"their":[792,900,984],"annotations)":[797],"source,":[800,817],"custom-designed":[801,818],"protocol":[803,1240],"specifying":[805],"annotation":[808],"customisation":[809],"instructions":[810],"declaratively,":[811],"text":[813],"files":[814],"workflow,":[820],"implemented":[821],"scripts":[824],"modules,":[826],"applying":[828],"small":[829],"large":[831],"volumes":[832],"customisations":[834],"extensions":[836],"configurable,":[845],"managed,":[846],"automated":[847],"repeatable":[849],"process.":[850],"purpose":[852],"behind":[853],"providing":[854],"support":[858],"make":[868],"easy":[870],"take":[874],"new":[879,892,1243,1253,1267,1276],"directions,":[880],"further":[882],"enriching":[883],"annotations,":[885,1328,1423],"tailoring":[888],"them":[889],"introduce":[891,1265,1288],"more":[894],"data":[895],"conditions":[896],"better":[898],"suit":[899],"particular":[901,939,1008],"needs":[903],"interests.":[905],"option":[907],"this":[915],"way":[916],"applies":[917],"equally":[918],"well":[919,1032],"each":[921],"already":[929],"mentioned.":[930],"infrastructure,":[934],"however,":[935],"may":[936,1031],"interested":[944],"course":[961],"tailor":[962,1026,1035],"wish":[968],"needing":[970],"modify":[972],"extend":[974],"way.":[982],"But":[983,1417],"degrees":[985],"freedom":[987,1024],"doing":[989],"so":[990],"will":[991],"limited":[993],"need":[996,1033],"maintain":[998],"alignment":[999,1045],"set":[1009,1323],"refer.":[1018],"If":[1019],"want":[1022],"full":[1023],"first,":[1041],"order":[1043],"maintained.":[1047],"To":[1048],"illustrate":[1049,1054],"our":[1050,1055,1174,1418,1426],"point,":[1051],"used,":[1065],"let":[1066],"us":[1067,1389],"consider":[1068],"simple":[1070],"example.":[1071],"common":[1074],"distinguish":[1079],"thing":[1081],"(that":[1083,1090],"well-defined":[1085],"shapes)":[1086],"stuff":[1088,1103,1114,1316],"amorphous).":[1092],"Suppose":[1093],"researcher":[1095,1176],"wishes":[1096],"greater":[1100],"number":[1101],"work.":[1109],"Water":[1110,1145,1290],"object.":[1115],"Many":[1116],"contain":[1119],"water":[1120,1196,1233],"but":[1121],"not":[1124],"currently":[1125],"hence":[1133],"never":[1135,1161,1170],"referenced":[1136],"So":[1142],"adding":[1143],"would":[1155,1160,1169],"pointless":[1157],"because":[1158],"acquire":[1162],"instances":[1164,1231],"(because":[1165],"detector":[1168],"detect":[1171],"any).":[1172],"However,":[1173],"hypothetical":[1175],"could":[1177],"choose":[1178],"do":[1180],"following:":[1182],"analysis":[1185,1219,1420],"functionality":[1186],"find":[1193],"containing":[1195],"(by,":[1197],"say,":[1198,1300],"searching":[1199],"whose":[1202],"refer":[1205,1250],"'boat',":[1211],"'surfboard',":[1212],"'sand',":[1213],"'umbrella',":[1214],"etc.);":[1215],"free":[1217,1302],"software":[1220],"(such":[1221],"GIMP,":[1223],"gimp.org)":[1225],"get":[1227],"these":[1235,1247],"images;":[1236,1287],"specify":[1242],"'water'":[1254,1270],"(e.g.":[1256],"<'boat',":[1257],"'water'>);":[1259],"workflow":[1263],"apply":[1273],"sets":[1281],"affected":[1286],"(using,":[1299],"Protege":[1303],"editor);":[1305],"continue":[1306],"experimenting,":[1307],"now":[1308],"added":[1311],"benefit":[1312],"'water';":[1319],"contribute":[1320],"enriched":[1322,1331],"communities.":[1337],"Information":[1338,1344],"pertaining":[1339],"about":[1345],"here.":[1352],"Public":[1353],"availability":[1354,1395],"(via":[1359],"information":[1360],"accessible":[1361],"from":[1362,1414],"location)":[1364],"ceased":[1365],"sometime":[1366],"latter":[1369],"2021.":[1372],"We":[1373],"thank":[1374],"Dr.":[1375],"Ranjay":[1376],"Krishna,":[1377],"principals":[1381],"granting":[1388],"permission":[1390],"re-establish":[1392],"public":[1394],"NeSy4VRD.":[1403],"still":[1411],"location.":[1416],"driven":[1424],"desire":[1427],"design":[1429],"robust":[1431]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
