{"id":"https://openalex.org/W2014782259","doi":"https://doi.org/10.4018/jmdem.2011070103","title":"Utilizing Context Information to Enhance Content-Based Image Classification","display_name":"Utilizing Context Information to Enhance Content-Based Image Classification","publication_year":2011,"publication_date":"2011-07-01","ids":{"openalex":"https://openalex.org/W2014782259","doi":"https://doi.org/10.4018/jmdem.2011070103","mag":"2014782259"},"language":"en","primary_location":{"id":"doi:10.4018/jmdem.2011070103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jmdem.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S87630009","display_name":"International Journal of Multimedia Data Engineering and Management","issn_l":"1947-8534","issn":["1947-8534","1947-8542"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Multimedia Data Engineering and Management","raw_type":"journal-article"},"type":"article","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/A5012104342","display_name":"Qiusha Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiusha Zhu","raw_affiliation_strings":["University of Miami, USA","(University of Miami, USA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Miami, USA","institution_ids":["https://openalex.org/I145608581"]},{"raw_affiliation_string":"(University of Miami, USA)","institution_ids":["https://openalex.org/I145608581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100342078","display_name":"Lin Lin","orcid":"https://orcid.org/0000-0003-3397-6002"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lin Lin","raw_affiliation_strings":["University of Miami, USA","(University of Miami, USA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Miami, USA","institution_ids":["https://openalex.org/I145608581"]},{"raw_affiliation_string":"(University of Miami, USA)","institution_ids":["https://openalex.org/I145608581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036221136","display_name":"Mei\u2010Ling Shyu","orcid":"https://orcid.org/0000-0003-0902-0844"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mei-Ling Shyu","raw_affiliation_strings":["University of Miami, USA","(University of Miami, USA)"],"raw_orcid":"https://orcid.org/0000-0003-0902-0844","affiliations":[{"raw_affiliation_string":"University of Miami, USA","institution_ids":["https://openalex.org/I145608581"]},{"raw_affiliation_string":"(University of Miami, USA)","institution_ids":["https://openalex.org/I145608581"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032027888","display_name":"Dianting Liu","orcid":"https://orcid.org/0000-0003-1939-6634"},"institutions":[{"id":"https://openalex.org/I145608581","display_name":"University of Miami","ror":"https://ror.org/02dgjyy92","country_code":"US","type":"education","lineage":["https://openalex.org/I145608581"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dianting Liu","raw_affiliation_strings":["University of Miami, USA","(University of Miami, USA)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Miami, USA","institution_ids":["https://openalex.org/I145608581"]},{"raw_affiliation_string":"(University of Miami, USA)","institution_ids":["https://openalex.org/I145608581"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I145608581"],"apc_list":null,"apc_paid":null,"fwci":2.0597,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.88871618,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"2","issue":"3","first_page":"34","last_page":"51"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9987000226974487,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9987000226974487,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9958000183105469,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.993399977684021,"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":0.8601599931716919},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5935027599334717},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5787606835365295},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5499047636985779},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.5248268246650696},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4680682420730591},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4420918822288513},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.43174073100090027},{"id":"https://openalex.org/keywords/web-content","display_name":"Web content","score":0.42712461948394775},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3700166344642639},{"id":"https://openalex.org/keywords/web-page","display_name":"Web page","score":0.3611372411251068},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.21579566597938538},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07253742218017578}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8601599931716919},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5935027599334717},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5787606835365295},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5499047636985779},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.5248268246650696},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4680682420730591},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4420918822288513},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.43174073100090027},{"id":"https://openalex.org/C2776324614","wikidata":"https://www.wikidata.org/wiki/Q3948731","display_name":"Web content","level":3,"score":0.42712461948394775},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3700166344642639},{"id":"https://openalex.org/C21959979","wikidata":"https://www.wikidata.org/wiki/Q36774","display_name":"Web page","level":2,"score":0.3611372411251068},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.21579566597938538},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07253742218017578},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/jmdem.2011070103","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jmdem.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S87630009","display_name":"International Journal of Multimedia Data Engineering and Management","issn_l":"1947-8534","issn":["1947-8534","1947-8542"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Multimedia Data Engineering and Management","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jmdem0:v:2:y:2011:i:3:p:34-51","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/jmdem.2011070103","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6899999976158142,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W149472151","https://openalex.org/W1124708747","https://openalex.org/W1570448133","https://openalex.org/W1585743408","https://openalex.org/W1661523325","https://openalex.org/W1976854614","https://openalex.org/W2024932032","https://openalex.org/W2043909051","https://openalex.org/W2046589280","https://openalex.org/W2049192244","https://openalex.org/W2064657468","https://openalex.org/W2081580037","https://openalex.org/W2089150756","https://openalex.org/W2107618751","https://openalex.org/W2112119668","https://openalex.org/W2117086609","https://openalex.org/W2118020653","https://openalex.org/W2123296693","https://openalex.org/W2124973181","https://openalex.org/W2126709460","https://openalex.org/W2137758646","https://openalex.org/W2140321362","https://openalex.org/W2144211451","https://openalex.org/W2147069236","https://openalex.org/W2147152072","https://openalex.org/W2160471445","https://openalex.org/W2949385315","https://openalex.org/W2966207845","https://openalex.org/W3090556797","https://openalex.org/W6606016081"],"related_works":["https://openalex.org/W2411679502","https://openalex.org/W2883231270","https://openalex.org/W2513545296","https://openalex.org/W2894239351","https://openalex.org/W2509146328","https://openalex.org/W1979346351","https://openalex.org/W1577137544","https://openalex.org/W133358225","https://openalex.org/W2144190808","https://openalex.org/W2508908072"],"abstract_inverted_index":{"Traditional":[0],"image":[1,35,81,92],"classification":[2,41,82,93],"relies":[3],"on":[4,25,30,131],"text":[5],"information":[6,68,97],"such":[7],"as":[8,66],"tags,":[9],"which":[10],"requires":[11],"a":[12,55,78],"lot":[13],"of":[14,39,90,98],"human":[15],"effort":[16],"to":[17,72,86,108],"annotate":[18],"them.":[19],"Therefore,":[20],"recent":[21],"work":[22],"focuses":[23],"more":[24],"training":[26],"the":[27,88,142],"classifiers":[28,121],"directly":[29],"visual":[31],"features":[32,112],"extracted":[33],"from":[34,113,134],"content.":[36],"The":[37],"performance":[38,89],"content-based":[40,91,118],"is":[42,47,106],"improving":[43],"steadily,":[44],"but":[45],"it":[46],"still":[48],"far":[49],"below":[50],"users\u2019":[51],"expectation.":[52],"Moreover,":[53],"in":[54],"web":[56],"environment,":[57],"HTML":[58,114],"surrounding":[59,115],"texts":[60],"associated":[61],"with":[62],"images":[63,133],"naturally":[64],"serve":[65],"context":[67,96],"and":[69,119],"are":[70,122],"complementary":[71],"content":[73],"information.":[74],"This":[75],"paper":[76],"proposes":[77],"novel":[79],"two-stage":[80],"framework":[83,144],"that":[84,141],"aims":[85],"improve":[87],"by":[94,124],"utilizing":[95],"web-based":[99,132],"images.":[100],"A":[101],"new":[102],"TF*IDF":[103],"weighting":[104],"scheme":[105],"proposed":[107,143],"extract":[109],"discriminant":[110],"textual":[111],"texts.":[116],"Both":[117],"context-based":[120],"built":[123],"applying":[125],"multiple":[126],"correspondence":[127],"analysis":[128],"(MCA).":[129],"Experiments":[130],"Microsoft":[135],"Research":[136],"Asia":[137],"(MSRA-MM)":[138],"dataset":[139],"show":[140],"achieves":[145],"promising":[146],"results.":[147]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}
