{"id":"https://openalex.org/W2260253602","doi":"https://doi.org/10.1109/wacv.2016.7477693","title":"Automatic and quantitative evaluation of attribute discovery methods","display_name":"Automatic and quantitative evaluation of attribute discovery methods","publication_year":2016,"publication_date":"2016-03-01","ids":{"openalex":"https://openalex.org/W2260253602","doi":"https://doi.org/10.1109/wacv.2016.7477693","mag":"2260253602"},"language":"en","primary_location":{"id":"doi:10.1109/wacv.2016.7477693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv.2016.7477693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5018607348","display_name":"Liangchen Liu","orcid":"https://orcid.org/0000-0002-6539-5408"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Liangchen Liu","raw_affiliation_strings":["The University of Queensland, School of ITEE, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, School of ITEE, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063048878","display_name":"Arnold Wiliem","orcid":"https://orcid.org/0000-0001-8746-9394"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Arnold Wiliem","raw_affiliation_strings":["The University of Queensland, School of ITEE, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, School of ITEE, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089800102","display_name":"Shaokang Chen","orcid":"https://orcid.org/0000-0001-5075-698X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shaokang Chen","raw_affiliation_strings":["The University of Queensland, School of ITEE, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, School of ITEE, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058539660","display_name":"Brian C. Lovell","orcid":"https://orcid.org/0000-0001-6722-1754"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Brian C. Lovell","raw_affiliation_strings":["The University of Queensland, School of ITEE, QLD, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Queensland, School of ITEE, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"99","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998999834060669,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998999834060669,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9994000196456909,"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":0.9984999895095825,"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":0.8363136053085327},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.6754004955291748},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.611951470375061},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5328225493431091},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46735596656799316},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4257749617099762},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.41228818893432617}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8363136053085327},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.6754004955291748},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.611951470375061},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5328225493431091},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46735596656799316},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4257749617099762},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.41228818893432617},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wacv.2016.7477693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv.2016.7477693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace.library.uq.edu.au:UQ:387617","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402388","display_name":"Queensland's institutional digital repository (The University of Queensland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165143802","host_organization_name":"The University of Queensland","host_organization_lineage":["https://openalex.org/I165143802"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth","score":0.7200000286102295}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1500937733","https://openalex.org/W1706000851","https://openalex.org/W1736726159","https://openalex.org/W1953590900","https://openalex.org/W1967035541","https://openalex.org/W1995766682","https://openalex.org/W1996939238","https://openalex.org/W2017814585","https://openalex.org/W2026377462","https://openalex.org/W2045659016","https://openalex.org/W2053235180","https://openalex.org/W2070148066","https://openalex.org/W2080171500","https://openalex.org/W2083704848","https://openalex.org/W2084363474","https://openalex.org/W2084435358","https://openalex.org/W2098411764","https://openalex.org/W2112055291","https://openalex.org/W2119605622","https://openalex.org/W2128532956","https://openalex.org/W2144502914","https://openalex.org/W2144982973","https://openalex.org/W2146610201","https://openalex.org/W2151103935","https://openalex.org/W2154683974","https://openalex.org/W2157032868","https://openalex.org/W2162762921","https://openalex.org/W2167057485","https://openalex.org/W2238153681","https://openalex.org/W2293597654","https://openalex.org/W2407145437","https://openalex.org/W2536626143","https://openalex.org/W2963381215","https://openalex.org/W4285719527","https://openalex.org/W4300601563","https://openalex.org/W6629834861","https://openalex.org/W6637415437","https://openalex.org/W6640737575","https://openalex.org/W6684482212","https://openalex.org/W6697214482","https://openalex.org/W6714193877"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4224009465","https://openalex.org/W2959160600","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W4205958290","https://openalex.org/W4384212932","https://openalex.org/W4390590544","https://openalex.org/W2096195258","https://openalex.org/W2119956050"],"abstract_inverted_index":{"Many":[0],"automatic":[1,116,137,175],"attribute":[2,110,122,138,147,176],"discovery":[3,139,177],"methods":[4,36,140,144,178],"have":[5],"been":[6],"developed":[7],"to":[8,32,46,56,60,69,93,135,155,179,194],"extract":[9],"a":[10],"set":[11],"of":[12,76,121,159,186,200],"visual":[13,66],"attributes":[14,39,49],"from":[15],"images":[16,75],"for":[17,50],"various":[18],"tasks.":[19],"However,":[20],"despite":[21],"good":[22],"performance":[23],"in":[24,173],"some":[25,167],"image":[26,51],"classification":[27],"tasks,":[28],"it":[29,89],"is":[30,43,59,82,90,152,190],"difficult":[31],"evaluate":[33,57],"whether":[34,63],"these":[35],"discover":[37],"meaningful":[38,181],"and":[40,73,86,88,141],"which":[41],"one":[42],"the":[44,48,119,157,160,184,191,197],"best":[45,185],"find":[47],"descriptions.":[52],"An":[53],"intuitive":[54],"way":[55],"this":[58,101,105,189],"manually":[61],"verify":[62],"consistent":[64],"identifiable":[65],"concepts":[67],"exist":[68],"distinguish":[70],"between":[71,97],"positive":[72],"negative":[74],"an":[77,109],"attribute.":[78],"This":[79],"manual":[80],"checking":[81],"tedious,":[83],"labor":[84],"intensive":[85],"expensive":[87],"very":[91],"hard":[92],"get":[94],"quantitative":[95,128],"comparisons":[96],"different":[98],"methods.":[99],"In":[100,162],"work,":[102],"we":[103,165],"tackle":[104],"problem":[106],"by":[107],"proposing":[108],"meaningfulness":[111,120],"metric,":[112],"that":[113,169],"can":[114],"perform":[115],"evaluation":[117],"on":[118,145],"sets":[123],"as":[124,126],"well":[125],"achieving":[127],"comparisons.":[129],"We":[130],"apply":[131],"our":[132,163,187],"proposed":[133],"metric":[134],"recent":[136],"popular":[142],"hashing":[143],"three":[146],"datasets.":[148],"A":[149],"user":[150],"study":[151],"also":[153],"conducted":[154],"validate":[156],"effectiveness":[158],"metric.":[161],"evaluation,":[164],"gleaned":[166],"insights":[168],"could":[170],"be":[171],"beneficial":[172],"developing":[174],"generate":[180],"attributes.":[182,203],"To":[183],"knowledge,":[188],"first":[192],"work":[193],"quantitatively":[195],"measure":[196],"semantic":[198],"content":[199],"automatically":[201],"discovered":[202]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
