{"id":"https://openalex.org/W7165153110","doi":"https://doi.org/10.1111/cgf.70447","title":"The Truth, the Whole Truth, and Nothing but the Truth: Automatic Visualization Evaluation from Reconstruction Quality","display_name":"The Truth, the Whole Truth, and Nothing but the Truth: Automatic Visualization Evaluation from Reconstruction Quality","publication_year":2026,"publication_date":"2026-06-17","ids":{"openalex":"https://openalex.org/W7165153110","doi":"https://doi.org/10.1111/cgf.70447"},"language":"en","primary_location":{"id":"doi:10.1111/cgf.70447","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70447","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1111/cgf.70447","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063964395","display_name":"Roxana Bujack","orcid":"https://orcid.org/0000-0002-5479-3726"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roxana Bujack","raw_affiliation_strings":["Los Alamos National Laboratory  USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory  USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138870357","display_name":"Li\u2010Ta Lo","orcid":null},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Li\u2010Ta Lo","raw_affiliation_strings":["Los Alamos National Laboratory  USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory  USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138917212","display_name":"Ethan Stam","orcid":null},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ethan Stam","raw_affiliation_strings":["Los Alamos National Laboratory  USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory  USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045349637","display_name":"Ayan Biswas","orcid":"https://orcid.org/0000-0002-1741-6286"},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ayan Biswas","raw_affiliation_strings":["Los Alamos National Laboratory  USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory  USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004521748","display_name":"David Rogers","orcid":null},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Rogers","raw_affiliation_strings":["Los Alamos National Laboratory  USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory  USA","institution_ids":["https://openalex.org/I1343871089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I1343871089"],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":{"value":3710,"currency":"USD","value_usd":3710},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79539534,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.895799994468689,"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/T10799","display_name":"Data Visualization and Analytics","score":0.895799994468689,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.027699999511241913,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.008200000040233135,"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/visualization","display_name":"Visualization","score":0.8483999967575073},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.5350000262260437},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5109999775886536},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5090000033378601},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.47780001163482666},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.4401000142097473},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.43059998750686646},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.357699990272522}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8598999977111816},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.8483999967575073},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.5350000262260437},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5109999775886536},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5090000033378601},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.47780001163482666},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.4401000142097473},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4309000074863434},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.43059998750686646},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.387800008058548},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.357699990272522},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.3407000005245209},{"id":"https://openalex.org/C185578843","wikidata":"https://www.wikidata.org/wiki/Q10609775","display_name":"Information visualization","level":3,"score":0.3357999920845032},{"id":"https://openalex.org/C14669888","wikidata":"https://www.wikidata.org/wiki/Q4014850","display_name":"Creative visualization","level":3,"score":0.3312000036239624},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32510000467300415},{"id":"https://openalex.org/C64073096","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Interactive visualization","level":3,"score":0.30390000343322754},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.26809999346733093},{"id":"https://openalex.org/C59740354","wikidata":"https://www.wikidata.org/wiki/Q2737866","display_name":"Scientific visualization","level":3,"score":0.25429999828338623},{"id":"https://openalex.org/C4379982","wikidata":"https://www.wikidata.org/wiki/Q1273511","display_name":"Software visualization","level":5,"score":0.25290000438690186},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/cgf.70447","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70447","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1111/cgf.70447","is_oa":true,"landing_page_url":"https://doi.org/10.1111/cgf.70447","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W73451204","https://openalex.org/W1518301830","https://openalex.org/W1561288374","https://openalex.org/W1587607239","https://openalex.org/W1862210950","https://openalex.org/W1976114328","https://openalex.org/W1986464856","https://openalex.org/W1987269142","https://openalex.org/W2010585683","https://openalex.org/W2044724418","https://openalex.org/W2068959787","https://openalex.org/W2069082406","https://openalex.org/W2075808815","https://openalex.org/W2082250849","https://openalex.org/W2145347746","https://openalex.org/W2150969685","https://openalex.org/W2151412512","https://openalex.org/W2157379557","https://openalex.org/W2161955943","https://openalex.org/W2175258452","https://openalex.org/W2750869390","https://openalex.org/W2752455899","https://openalex.org/W2962843773","https://openalex.org/W2971404170","https://openalex.org/W2999308857","https://openalex.org/W3081277912","https://openalex.org/W3082825870","https://openalex.org/W3093393391","https://openalex.org/W3198767185","https://openalex.org/W3203764532","https://openalex.org/W3213578841","https://openalex.org/W4200026287","https://openalex.org/W4200150166","https://openalex.org/W4221151978","https://openalex.org/W4225102280","https://openalex.org/W4237453232","https://openalex.org/W4248980853","https://openalex.org/W4250009291","https://openalex.org/W4256522398","https://openalex.org/W4382498938","https://openalex.org/W4402670103","https://openalex.org/W4402810583","https://openalex.org/W4404965692","https://openalex.org/W4411549450","https://openalex.org/W4413146851","https://openalex.org/W4416513617"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Recent":[1],"advances":[2],"in":[3,34],"AI":[4],"enable":[5],"the":[6,35,39,74,93,97,101],"automatic":[7],"generation":[8],"of":[9,96],"visualizations":[10,19],"directly":[11],"from":[12,27,100],"textual":[13],"prompts":[14],"using":[15],"agentic":[16],"workflows.":[17,124],"However,":[18],"produced":[20],"via":[21],"one\u2010shot":[22],"generative":[23],"methods":[24],"often":[25],"suffer":[26],"insufficient":[28],"quality,":[29],"typically":[30],"requiring":[31],"a":[32,85],"human":[33,115],"loop":[36],"to":[37],"refine":[38],"outputs.":[40],"Human":[41],"evaluation,":[42,116],"though":[43],"effective,":[44],"is":[45],"costly":[46],"and":[47,110,120],"impractical":[48],"at":[49],"scale.":[50],"To":[51],"alleviate":[52],"this":[53],"problem,":[54],"we":[55,83],"propose":[56],"an":[57,108],"automated":[58],"metric":[59,106],"that":[60,87],"evaluates":[61],"visualization":[62,89,102,123],"quality":[63,90],"without":[64],"relying":[65],"on":[66],"extensive":[67],"human\u2010labeled":[68],"datasets.":[69],"Instead,":[70],"our":[71],"approach":[72],"uses":[73],"original":[75,98],"underlying":[76],"data":[77,99],"as":[78],"implicit":[79],"ground":[80],"truth.":[81],"Specifically,":[82],"introduce":[84],"method":[86],"measures":[88],"by":[91],"assessing":[92],"reconstruction":[94],"accuracy":[95],"itself.":[103],"This":[104],"reconstruction\u2010based":[105],"provides":[107],"autonomous":[109],"scalable":[111],"proxy":[112],"for":[113],"thorough":[114],"facilitating":[117],"more":[118],"efficient":[119],"reliable":[121],"AI\u2010driven":[122]},"counts_by_year":[],"updated_date":"2026-06-19T15:51:49.773706","created_date":"2026-06-19T00:00:00"}
