{"id":"https://openalex.org/W2112072024","doi":"https://doi.org/10.1109/cvpr.2003.1211532","title":"The effects of segmentation and feature choice in a translation model of object recognition","display_name":"The effects of segmentation and feature choice in a translation model of object recognition","publication_year":2003,"publication_date":"2003-12-22","ids":{"openalex":"https://openalex.org/W2112072024","doi":"https://doi.org/10.1109/cvpr.2003.1211532","mag":"2112072024"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr.2003.1211532","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2003.1211532","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings.","raw_type":"proceedings-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/A5082471157","display_name":"Kobus Barnard","orcid":"https://orcid.org/0000-0002-8568-9518"},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"K. Barnard","raw_affiliation_strings":["Department of Computing Science, University of Arizona Tucson, USA","[Dept. of Comput. Sci., Arizona Univ., Tucson, AZ, USA]"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Arizona Tucson, USA","institution_ids":["https://openalex.org/I138006243"]},{"raw_affiliation_string":"[Dept. of Comput. Sci., Arizona Univ., Tucson, AZ, USA]","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048195433","display_name":"P\u0131nar Duygulu","orcid":"https://orcid.org/0000-0002-6420-2838"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"P. Duygulu","raw_affiliation_strings":["Technical University, Turkey"],"affiliations":[{"raw_affiliation_string":"Technical University, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110207982","display_name":"R. Guru","orcid":null},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"R. Guru","raw_affiliation_strings":["Department of Computing Science, University of Arizona Tucson, USA","University of Arizona"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Arizona Tucson, USA","institution_ids":["https://openalex.org/I138006243"]},{"raw_affiliation_string":"University of Arizona","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074505854","display_name":"Prasad Gabbur","orcid":null},"institutions":[{"id":"https://openalex.org/I138006243","display_name":"University of Arizona","ror":"https://ror.org/03m2x1q45","country_code":"US","type":"education","lineage":["https://openalex.org/I138006243"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"P. Gabbur","raw_affiliation_strings":["Department of Computing Science, University of Arizona Tucson, USA","University of Arizona"],"affiliations":[{"raw_affiliation_string":"Department of Computing Science, University of Arizona Tucson, USA","institution_ids":["https://openalex.org/I138006243"]},{"raw_affiliation_string":"University of Arizona","institution_ids":["https://openalex.org/I138006243"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010851725","display_name":"David Forsyth","orcid":"https://orcid.org/0000-0002-2278-0752"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"D. Forsyth","raw_affiliation_strings":["Computer Science Division, University of California, Berkeley, USA","University of California at Berkeley"],"affiliations":[{"raw_affiliation_string":"Computer Science Division, University of California, Berkeley, USA","institution_ids":["https://openalex.org/I95457486"]},{"raw_affiliation_string":"University of California at Berkeley","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082471157"],"corresponding_institution_ids":["https://openalex.org/I138006243"],"apc_list":null,"apc_paid":null,"fwci":6.4603,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.97057979,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2","issue":null,"first_page":"II","last_page":"675"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9988999962806702,"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":0.9988999962806702,"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":0.9951000213623047,"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9743000268936157,"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":0.7533417344093323},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.6926828026771545},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6907336711883545},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6387547254562378},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5930245518684387},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5770378112792969},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5157783031463623},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5048249363899231},{"id":"https://openalex.org/keywords/cognitive-neuroscience-of-visual-object-recognition","display_name":"Cognitive neuroscience of visual object recognition","score":0.4845525324344635},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4817507266998291}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7533417344093323},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.6926828026771545},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6907336711883545},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6387547254562378},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5930245518684387},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5770378112792969},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5157783031463623},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5048249363899231},{"id":"https://openalex.org/C64876066","wikidata":"https://www.wikidata.org/wiki/Q5141226","display_name":"Cognitive neuroscience of visual object recognition","level":3,"score":0.4845525324344635},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4817507266998291},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cvpr.2003.1211532","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr.2003.1211532","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2003 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2003. Proceedings.","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.65.4139","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.65.4139","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.bilkent.edu.tr/~duygulu/papers/CVPR2003.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W62751044","https://openalex.org/W106993156","https://openalex.org/W218088018","https://openalex.org/W1540386283","https://openalex.org/W1666447063","https://openalex.org/W1934863104","https://openalex.org/W2006969979","https://openalex.org/W2049633694","https://openalex.org/W2050564777","https://openalex.org/W2058182745","https://openalex.org/W2067191022","https://openalex.org/W2097333193","https://openalex.org/W2117086609","https://openalex.org/W2121927366","https://openalex.org/W2121947440","https://openalex.org/W2129765547","https://openalex.org/W2135705692","https://openalex.org/W2160619799","https://openalex.org/W2166777865","https://openalex.org/W2171096036","https://openalex.org/W2181691731","https://openalex.org/W2293605478","https://openalex.org/W2740373864","https://openalex.org/W4285719527","https://openalex.org/W6602536510","https://openalex.org/W6604311294","https://openalex.org/W6632200337","https://openalex.org/W6637249095","https://openalex.org/W6674571003","https://openalex.org/W6679894078","https://openalex.org/W6683874532","https://openalex.org/W7011438494"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W3147584709","https://openalex.org/W4324315429","https://openalex.org/W2501551404","https://openalex.org/W4385583601","https://openalex.org/W2977677679","https://openalex.org/W1992327129","https://openalex.org/W4298131179","https://openalex.org/W1522196789"],"abstract_inverted_index":{"We":[0,42,64,115],"work":[1],"with":[2,154,194],"a":[3,82,149,187,204],"model":[4],"of":[5,32,120,148,170,191,197,210],"object":[6,72,113],"recognition":[7,40],"where":[8],"words":[9],"must":[10,160],"be":[11,79,161,179],"placed":[12],"on":[13,39,167],"image":[14,45],"regions.":[15],"This":[16,200],"approach":[17],"means":[18],"that":[19,68,96,117,135,175],"large":[20,195],"scale":[21],"experiments":[22],"are":[23],"relatively":[24,188],"easy,":[25],"so":[26,75,102],"we":[27,173],"can":[28,178],"evaluate":[29,43],"the":[30,66,143,157],"effects":[31],"various":[33,44,57,62],"early":[34],"and":[35,59,74,145,206,212],"midlevel":[36],"vision":[37],"algorithms":[38,47],"performance.":[41],"segmentation":[46],"by":[48,61,182],"determining":[49],"word":[50,76,121,176],"prediction":[51,77,122,177],"accuracy":[52],"for":[53,81,133,186],"images":[54],"segmented":[55],"in":[56,91],"ways":[58],"represented":[60],"features.":[63],"take":[65],"view":[67],"good":[69],"segmentations":[70,95],"respect":[71],"boundaries,":[73],"should":[78],"better":[80,83,111,205],"segmentation.":[84],"However,":[85,172],"it":[86],"is":[87,151],"usually":[88],"very":[89],"difficult":[90],"practice":[92],"to":[93,106,109,126],"obtain":[94],"do":[97,136],"not":[98,137,152],"break":[99],"up":[100],"objects,":[101],"most":[103],"practitioners":[104],"attempt":[105],"merge":[107],"segments":[108,134],"get":[110],"putative":[112],"representations.":[114],"demonstrate":[116],"our":[118],"paradigm":[119],"easily":[123],"allows":[124,203],"us":[125],"predict":[127],"potentially":[128],"useful":[129],"segment":[130],"merges,":[131],"even":[132],"look":[138],"similar":[139],"(for":[140],"example,":[141],"merging":[142],"black":[144],"white":[146],"halves":[147],"penguin":[150],"possible":[153,214],"feature-based":[155],"segmentation;":[156],"main":[158],"cue":[159],"\"familiar":[162],"configuration\").":[163],"These":[164],"studies":[165],"focus":[166],"unsupervised":[168,198],"learning":[169],"recognition.":[171],"show":[174],"markedly":[180],"improved":[181],"providing":[183],"supervised":[184],"information":[185,202],"small":[189],"number":[190],"regions":[192],"together":[193],"quantities":[196],"information.":[199],"supervisory":[201],"more":[207],"discriminative":[208],"choice":[209],"features":[211],"breaks":[213],"symmetries.":[215]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
