{"id":"https://openalex.org/W2073856656","doi":"https://doi.org/10.1109/cvpr.2012.6247947","title":"Multi-label ReliefF and F-statistic feature selections for image annotation","display_name":"Multi-label ReliefF and F-statistic feature selections for image annotation","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2073856656","doi":"https://doi.org/10.1109/cvpr.2012.6247947","mag":"2073856656"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr.2012.6247947","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2012.6247947","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Computer Vision and Pattern Recognition","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/A5046957909","display_name":"Deguang Kong","orcid":"https://orcid.org/0000-0001-9415-8439"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deguang Kong","raw_affiliation_strings":["Department of CSE, University of Texas, Arlington, TX, USA","Dept. of CSE, University of Texas at Arlington, TX, U.S.A#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of CSE, University of Texas, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]},{"raw_affiliation_string":"Dept. of CSE, University of Texas at Arlington, TX, U.S.A#TAB#","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018733173","display_name":"C. Ding","orcid":"https://orcid.org/0009-0000-4910-8598"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"C. Ding","raw_affiliation_strings":["Department of CSE, University of Texas, Arlington, TX, USA","Dept. of CSE, University of Texas at Arlington, TX, U.S.A#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of CSE, University of Texas, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]},{"raw_affiliation_string":"Dept. of CSE, University of Texas at Arlington, TX, U.S.A#TAB#","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060016795","display_name":"Heng Huang","orcid":"https://orcid.org/0000-0002-3483-8333"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Heng Huang","raw_affiliation_strings":["Department of CSE, University of Texas, Arlington, TX, USA","Dept. of CSE, University of Texas at Arlington, TX, U.S.A#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of CSE, University of Texas, Arlington, TX, USA","institution_ids":["https://openalex.org/I189196454"]},{"raw_affiliation_string":"Dept. of CSE, University of Texas at Arlington, TX, U.S.A#TAB#","institution_ids":["https://openalex.org/I189196454"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045904821","display_name":"Haifeng Zhao","orcid":"https://orcid.org/0000-0002-3051-6417"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Zhao","raw_affiliation_strings":["School of CSE, Anhui University, Hefei, China","School of CSE, Anhui University, Hefei, 230039, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of CSE, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"School of CSE, Anhui University, Hefei, 230039, P. R. China","institution_ids":["https://openalex.org/I143868143"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":89,"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":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9994000196456909,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9994000196456909,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9973000288009644,"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":0.9912999868392944,"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/statistic","display_name":"Statistic","score":0.8022408485412598},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.7443647980690002},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7146321535110474},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6959619522094727},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6869298219680786},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6578111052513123},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6155223846435547},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.573577880859375},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5456339716911316},{"id":"https://openalex.org/keywords/ambiguity","display_name":"Ambiguity","score":0.5213342905044556},{"id":"https://openalex.org/keywords/automatic-image-annotation","display_name":"Automatic image annotation","score":0.4983181953430176},{"id":"https://openalex.org/keywords/image-retrieval","display_name":"Image retrieval","score":0.4543738067150116},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3342243432998657},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32891350984573364},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2154293656349182},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12857308983802795}],"concepts":[{"id":"https://openalex.org/C89128539","wikidata":"https://www.wikidata.org/wiki/Q1949963","display_name":"Statistic","level":2,"score":0.8022408485412598},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.7443647980690002},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7146321535110474},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6959619522094727},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6869298219680786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6578111052513123},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6155223846435547},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.573577880859375},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5456339716911316},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.5213342905044556},{"id":"https://openalex.org/C199579030","wikidata":"https://www.wikidata.org/wiki/Q2851778","display_name":"Automatic image annotation","level":4,"score":0.4983181953430176},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.4543738067150116},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3342243432998657},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32891350984573364},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2154293656349182},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12857308983802795},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cvpr.2012.6247947","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2012.6247947","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Conference on Computer Vision and Pattern Recognition","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.7400000095367432}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W55768394","https://openalex.org/W1526895711","https://openalex.org/W1566135517","https://openalex.org/W1570713908","https://openalex.org/W1608549042","https://openalex.org/W1808644423","https://openalex.org/W2017337590","https://openalex.org/W2019899889","https://openalex.org/W2108718322","https://openalex.org/W2114535528","https://openalex.org/W2122210511","https://openalex.org/W2143426320","https://openalex.org/W2146012283","https://openalex.org/W2153678774","https://openalex.org/W2155925556","https://openalex.org/W6631376643","https://openalex.org/W6636336243"],"related_works":["https://openalex.org/W3177930984","https://openalex.org/W2052697133","https://openalex.org/W2119028572","https://openalex.org/W2376984068","https://openalex.org/W2152482390","https://openalex.org/W2365617273","https://openalex.org/W2076896210","https://openalex.org/W2384288472","https://openalex.org/W1539573266","https://openalex.org/W2506386910"],"abstract_inverted_index":{"The":[0,52],"classical":[1],"ReliefF":[2,90],"and":[3,35,55,63,91],"F-statistic":[4,92],"feature":[5,40,93],"selections":[6],"can":[7,57],"not":[8],"be":[9,58],"directly":[10],"applied":[11],"into":[12],"multi-label":[13,39,49,97],"problems":[14],"due":[15],"to":[16,25,46,87],"the":[17,48,73,84,89],"ambiguity":[18],"produced":[19],"from":[20],"a":[21],"data":[22],"point":[23],"attributed":[24],"multiple":[26],"classes":[27],"simultaneously.":[28],"In":[29],"this":[30,82],"paper,":[31],"we":[32],"present":[33],"MReliefF":[34,54],"MF-statistic":[36,56],"algorithms":[37,95],"for":[38,96],"selections.":[41],"Discriminant":[42],"features":[43],"are":[44],"selected":[45],"boost":[47],"classification":[50],"accuracy.":[51],"proposed":[53],"used":[59],"in":[60],"image":[61,69,98],"categorization":[62],"annotation":[64,70,99],"problems.":[65],"Extensive":[66],"experiments":[67],"on":[68],"tasks":[71],"show":[72],"good":[74],"performance":[75],"of":[76],"our":[77,80],"approach.":[78],"To":[79],"knowledge,":[81],"is":[83],"first":[85],"work":[86],"generalize":[88],"selection":[94],"tasks.":[100]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":12},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":6},{"year":2015,"cited_by_count":10},{"year":2014,"cited_by_count":11},{"year":2013,"cited_by_count":7},{"year":2012,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}