{"id":"https://openalex.org/W2108777101","doi":"https://doi.org/10.1109/isbi.2009.5193225","title":"Detection of tuberculosis in sputum smear images using two one-class classifiers","display_name":"Detection of tuberculosis in sputum smear images using two one-class classifiers","publication_year":2009,"publication_date":"2009-06-01","ids":{"openalex":"https://openalex.org/W2108777101","doi":"https://doi.org/10.1109/isbi.2009.5193225","mag":"2108777101"},"language":"en","primary_location":{"id":"doi:10.1109/isbi.2009.5193225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2009.5193225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","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/A5083751661","display_name":"Rethabile Khutlang","orcid":null},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Rethabile Khutlang","raw_affiliation_strings":["Medical Imaging Research Unit Department of Human Biology, University of Cape Town, South Africa","Medical Imaging Research Unit, Department of Human Biology, University of Cape Town, South Africa"],"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Unit Department of Human Biology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"Medical Imaging Research Unit, Department of Human Biology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064162390","display_name":"Sriram Krishnan","orcid":null},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Sriram Krishnan","raw_affiliation_strings":["Medical Imaging Research Unit Department of Human Biology, University of Cape Town, South Africa","Medical Imaging Research Unit, Department of Human Biology, University of Cape Town, South Africa"],"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Unit Department of Human Biology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"Medical Imaging Research Unit, Department of Human Biology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008016027","display_name":"Andrew Whitelaw","orcid":"https://orcid.org/0000-0001-9070-5247"},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Andrew Whitelaw","raw_affiliation_strings":["Division of Medical Microbiology, University of Cape Town, South Africa","#N#        #N#        Division of Medical Microbiology University of Cape Town, South Africa"],"affiliations":[{"raw_affiliation_string":"Division of Medical Microbiology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"#N#        #N#        Division of Medical Microbiology University of Cape Town, South Africa","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082653293","display_name":"Tania S. Douglas","orcid":"https://orcid.org/0000-0003-2024-4179"},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Tania S. Douglas","raw_affiliation_strings":["Medical Imaging Research Unit Department of Human Biology, University of Cape Town, South Africa","Medical Imaging Research Unit, Department of Human Biology, University of Cape Town, South Africa"],"affiliations":[{"raw_affiliation_string":"Medical Imaging Research Unit Department of Human Biology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]},{"raw_affiliation_string":"Medical Imaging Research Unit, Department of Human Biology, University of Cape Town, South Africa","institution_ids":["https://openalex.org/I157614274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5083751661"],"corresponding_institution_ids":["https://openalex.org/I157614274"],"apc_list":null,"apc_paid":null,"fwci":0.527,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.71785251,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1007","last_page":"1010"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9987000226974487,"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"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9854999780654907,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10038","display_name":"Tuberculosis Research and Epidemiology","score":0.9768999814987183,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7676272392272949},{"id":"https://openalex.org/keywords/tuberculosis","display_name":"Tuberculosis","score":0.6786612272262573},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.542518675327301},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.533894419670105},{"id":"https://openalex.org/keywords/sputum","display_name":"Sputum","score":0.517764687538147},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.45850780606269836},{"id":"https://openalex.org/keywords/mycobacterium-tuberculosis","display_name":"Mycobacterium tuberculosis","score":0.4344882369041443},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.42951419949531555},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.38596034049987793},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2491609752178192},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1989130675792694}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7676272392272949},{"id":"https://openalex.org/C2781069245","wikidata":"https://www.wikidata.org/wiki/Q12204","display_name":"Tuberculosis","level":2,"score":0.6786612272262573},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.542518675327301},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.533894419670105},{"id":"https://openalex.org/C2776301714","wikidata":"https://www.wikidata.org/wiki/Q259346","display_name":"Sputum","level":3,"score":0.517764687538147},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.45850780606269836},{"id":"https://openalex.org/C2777975735","wikidata":"https://www.wikidata.org/wiki/Q130971","display_name":"Mycobacterium tuberculosis","level":3,"score":0.4344882369041443},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.42951419949531555},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.38596034049987793},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2491609752178192},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1989130675792694}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isbi.2009.5193225","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi.2009.5193225","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.49000000953674316,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W109082088","https://openalex.org/W1533162639","https://openalex.org/W1554663460","https://openalex.org/W1578580557","https://openalex.org/W1965651368","https://openalex.org/W2000215441","https://openalex.org/W2025357764","https://openalex.org/W2027006032","https://openalex.org/W2123098109","https://openalex.org/W2136361778","https://openalex.org/W2159926124","https://openalex.org/W2161433272","https://openalex.org/W2470089704","https://openalex.org/W2799061466","https://openalex.org/W4205687621","https://openalex.org/W4240338048","https://openalex.org/W4388297464","https://openalex.org/W6634584991"],"related_works":["https://openalex.org/W4308058527","https://openalex.org/W2972094210","https://openalex.org/W2110949356","https://openalex.org/W4210506554","https://openalex.org/W2042252940","https://openalex.org/W1538374398","https://openalex.org/W2050407936","https://openalex.org/W2411061500","https://openalex.org/W3160640465","https://openalex.org/W2394233015"],"abstract_inverted_index":{"We":[0,27],"present":[1],"a":[2,23,36,52,73,104],"method":[3],"for":[4,69,92],"the":[5,33,60,70],"identification":[6,71],"of":[7,16,31,62,72,107],"<i":[8,11],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[9,12],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Mycobacterium</i>":[10],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">tuberculosis</i>":[13],"in":[14,90,99,101],"images":[15],"Ziehl-Neelsen":[17],"stained":[18],"sputum":[19],"smears":[20],"obtained":[21],"using":[22,77],"bright":[24],"field":[25],"microscope.":[26],"use":[28],"two":[29],"stages":[30],"classification;":[32],"first":[34],"is":[35,51,66],"one-class":[37,53],"pixel":[38],"classifier,":[39],"after":[40],"which":[41],"geometric":[42],"transformation":[43],"invariant":[44],"features":[45],"are":[46,58],"extracted.":[47],"The":[48],"second":[49],"stage":[50],"object":[54,76],"classifier.":[55],"Different":[56],"classifiers":[57,65],"compared;":[59],"sensitivity":[61],"all":[63,78],"tested":[64],"above":[67],"90%":[68],"single":[74],"bacillus":[75],"extracted":[79],"features.":[80],"Our":[81],"results":[82],"may":[83],"be":[84,96],"used":[85],"to":[86],"reduce":[87],"technician":[88],"involvement":[89],"screening":[91],"tuberculosis,":[93],"and":[94],"will":[95],"particularly":[97],"useful":[98],"laboratories":[100],"countries":[102],"with":[103],"high":[105],"burden":[106],"tuberculosis.":[108]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
