{"id":"https://openalex.org/W2803197243","doi":"https://doi.org/10.1145/3109761.3109803","title":"Text localization in natural images through effective re-identification of the MSER","display_name":"Text localization in natural images through effective re-identification of the MSER","publication_year":2017,"publication_date":"2017-10-17","ids":{"openalex":"https://openalex.org/W2803197243","doi":"https://doi.org/10.1145/3109761.3109803","mag":"2803197243"},"language":"en","primary_location":{"id":"doi:10.1145/3109761.3109803","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3109761.3109803","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Conference on Internet of Things and Machine Learning","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://dspace.lboro.ac.uk/2134/36635","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009137946","display_name":"Hanaa Mahmood","orcid":null},"institutions":[{"id":"https://openalex.org/I143804889","display_name":"Loughborough University","ror":"https://ror.org/04vg4w365","country_code":"GB","type":"education","lineage":["https://openalex.org/I143804889"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Hanaa F Mahmood","raw_affiliation_strings":["Loughborough University, UK"],"affiliations":[{"raw_affiliation_string":"Loughborough University, UK","institution_ids":["https://openalex.org/I143804889"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072835010","display_name":"Baihua Li","orcid":"https://orcid.org/0000-0002-4930-7690"},"institutions":[{"id":"https://openalex.org/I143804889","display_name":"Loughborough University","ror":"https://ror.org/04vg4w365","country_code":"GB","type":"education","lineage":["https://openalex.org/I143804889"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Baihua Li","raw_affiliation_strings":["Loughborough University, UK"],"affiliations":[{"raw_affiliation_string":"Loughborough University, UK","institution_ids":["https://openalex.org/I143804889"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027935136","display_name":"Eran A. Edirisinghe","orcid":"https://orcid.org/0000-0002-7570-3670"},"institutions":[{"id":"https://openalex.org/I143804889","display_name":"Loughborough University","ror":"https://ror.org/04vg4w365","country_code":"GB","type":"education","lineage":["https://openalex.org/I143804889"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Eran Edirisinghe","raw_affiliation_strings":["Loughborough University, UK"],"affiliations":[{"raw_affiliation_string":"Loughborough University, UK","institution_ids":["https://openalex.org/I143804889"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5009137946"],"corresponding_institution_ids":["https://openalex.org/I143804889"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.237132,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10601","display_name":"Handwritten Text Recognition Techniques","score":1.0,"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":1.0,"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":0.9940000176429749,"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/T12707","display_name":"Vehicle License Plate Recognition","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8058609962463379},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7557110786437988},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7426025867462158},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.64979088306427},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5899853706359863},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.49823784828186035},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.49770310521125793},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.48919677734375},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.483289510011673},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4646109640598297},{"id":"https://openalex.org/keywords/text-detection","display_name":"Text detection","score":0.41201692819595337},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4002259373664856}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8058609962463379},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7557110786437988},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7426025867462158},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.64979088306427},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5899853706359863},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.49823784828186035},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.49770310521125793},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.48919677734375},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.483289510011673},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4646109640598297},{"id":"https://openalex.org/C2983589003","wikidata":"https://www.wikidata.org/wiki/Q167555","display_name":"Text detection","level":3,"score":0.41201692819595337},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4002259373664856},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3109761.3109803","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3109761.3109803","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Conference on Internet of Things and Machine Learning","raw_type":"proceedings-article"},{"id":"pmh:oai:dspace.lboro.ac.uk:2134/36635","is_oa":true,"landing_page_url":"https://dspace.lboro.ac.uk/2134/36635","pdf_url":null,"source":{"id":"https://openalex.org/S4306401023","display_name":"Loughborough University Institutional Repository (Loughborough University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I143804889","host_organization_name":"Loughborough University","host_organization_lineage":["https://openalex.org/I143804889"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Contribution"},{"id":"pmh:oai:figshare.com:article/9405089","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Text_localization_in_natural_images_through_effective_re_identification_of_the_MSER/9405089","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"<dc:type>Conference contribution"}],"best_oa_location":{"id":"pmh:oai:dspace.lboro.ac.uk:2134/36635","is_oa":true,"landing_page_url":"https://dspace.lboro.ac.uk/2134/36635","pdf_url":null,"source":{"id":"https://openalex.org/S4306401023","display_name":"Loughborough University Institutional Repository (Loughborough University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I143804889","host_organization_name":"Loughborough University","host_organization_lineage":["https://openalex.org/I143804889"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Contribution"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.800000011920929,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1488125194","https://openalex.org/W1577005218","https://openalex.org/W1966693245","https://openalex.org/W1972065312","https://openalex.org/W1976382093","https://openalex.org/W2006408850","https://openalex.org/W2023415694","https://openalex.org/W2027823436","https://openalex.org/W2035058553","https://openalex.org/W2044465660","https://openalex.org/W2060822828","https://openalex.org/W2061802763","https://openalex.org/W2078997308","https://openalex.org/W2099247484","https://openalex.org/W2109226417","https://openalex.org/W2117438495","https://openalex.org/W2124404372","https://openalex.org/W2127227873","https://openalex.org/W2131163834","https://openalex.org/W2135231474","https://openalex.org/W2137718414","https://openalex.org/W2140132917","https://openalex.org/W2142159465","https://openalex.org/W2147237076","https://openalex.org/W2158710217","https://openalex.org/W2161969291","https://openalex.org/W2608941919","https://openalex.org/W3146675199","https://openalex.org/W6600688380","https://openalex.org/W6659173568","https://openalex.org/W6676469785","https://openalex.org/W6681025997","https://openalex.org/W6715877029"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969","https://openalex.org/W2051187167","https://openalex.org/W3011293149"],"abstract_inverted_index":{"Text":[0],"detection":[1],"and":[2,12,18,43,54,78,87,113,123,134],"recognition":[3],"from":[4],"images":[5,27],"have":[6],"numerous":[7],"applications":[8],"for":[9,21],"document":[10],"analysis":[11],"information":[13],"retrieval":[14],"tasks.":[15],"An":[16],"accurate":[17],"robust":[19],"method":[20,48,106],"detecting":[22],"texts":[23],"in":[24,30,118],"natural":[25],"scene":[26,148],"is":[28,49],"proposed":[29,105],"this":[31],"paper.":[32],"Text-region":[33,73],"candidates":[34],"are":[35,71,80,116],"detected":[36],"using":[37,82,129],"maximally":[38],"stable":[39],"extremal":[40],"regions":[41],"(MSER)":[42],"a":[44,130],"machine":[45],"learning":[46],"based":[47,63],"then":[50],"applied":[51],"to":[52,100],"refine":[53],"validate":[55],"the":[56,102,114,141,144],"initial":[57],"detection.":[58],"The":[59,104,125],"effectiveness":[60],"of":[61,75,84,120,143],"features":[62,86],"on":[64,110],"aspect":[65],"ratio,":[66],"GLSM,":[67],"LBP,":[68],"HOG":[69],"descriptors":[70],"investigated.":[72],"classifiers":[74],"MLP,":[76],"SVM":[77],"RF":[79],"trained":[81],"selections":[83],"these":[85],"their":[88],"combination.":[89],"A":[90],"publicly":[91],"available":[92],"multilingual":[93],"dataset":[94],"ICDAR":[95],"2003,2011":[96],"has":[97],"been":[98],"used":[99],"evaluate":[101],"method.":[103],"achieved":[107],"excellent":[108],"performance":[109],"both":[111],"databases":[112],"improvements":[115],"significant":[117],"terms":[119],"Precision,":[121],"Recall,":[122],"F-measure.":[124],"results":[126],"show":[127],"that":[128],"suitable":[131],"feature":[132,151],"combination":[133],"selection":[135],"approach":[136],"can":[137,138],"significantly":[139],"increase":[140],"accuracy":[142],"algorithms.":[145],"Keywords---text":[146],"detection;":[147],"images;":[149],"ICDAR;":[150],"selection.":[152]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
