{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T00:13:25Z","timestamp":1780445605162,"version":"3.54.1"},"reference-count":33,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2010,7,1]],"date-time":"2010-07-01T00:00:00Z","timestamp":1277942400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Inform. Technol. Biomed."],"published-print":{"date-parts":[[2010,7]]},"DOI":"10.1109\/titb.2009.2028339","type":"journal-article","created":{"date-parts":[[2009,9,4]],"date-time":"2009-09-04T14:39:09Z","timestamp":1252075149000},"page":"949-957","source":"Crossref","is-referenced-by-count":92,"title":["Classification of <i>Mycobacterium tuberculosis<\/i> in Images of ZN-Stained Sputum Smears"],"prefix":"10.1109","volume":"14","author":[{"given":"Rethabile","family":"Khutlang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sriram","family":"Krishnan","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ronald","family":"Dendere","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Andrew","family":"Whitelaw","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Konstantinos","family":"Veropoulos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Genevieve","family":"Learmonth","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tania S","family":"Douglas","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/S0004-3702(97)00063-5"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/34.667881"},{"key":"ref31","first-page":"431","article-title":"estimating the generalization performance of a svm efficiently","author":"joachims","year":"2000","journal-title":"Proc 17th ICML"},{"key":"ref30","author":"vapnik","year":"1998","journal-title":"Statistical Learning Theory"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2818.2006.01610.x"},{"key":"ref11","first-page":"579","article-title":"Image processing techniques for identifying Mycobacterium tuberculosis in Ziehl&#x2013;Neelsen stains","volume":"12","author":"sadaphal","year":"2008","journal-title":"Int J Tuberc Lung Dis"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2004.12.002"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.2316\/Journal.206.2005.2.206-2780"},{"key":"ref14","first-page":"739","article-title":"A comparison of supervised pixel-based colour image segmentation methods. Application in cancerology","volume":"2","author":"meurie","year":"0","journal-title":"Proc WSEAS Trans Comput Special Issue ICOSSIP 2003"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI.2007.356794"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ISBI.2008.4541223"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2818.2009.03308.x"},{"key":"ref18","author":"duda","year":"2001","journal-title":"Pattern Classification"},{"key":"ref19","author":"fukunaga","year":"1990","journal-title":"Introduction to statistical pattern recognition"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.trstmh.2008.02.020"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2005.07.002"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1128\/JCM.43.7.3460-3462.2005"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2004.28"},{"key":"ref6","first-page":"277","article-title":"Automated identification of tubercle bacilli in sputum &#x2013; a preliminary investigation","volume":"21","author":"veropoulos","year":"1999","journal-title":"Anal Quant Cytol Histol"},{"key":"ref5","first-page":"222","article-title":"optimal tuberculosis case detection by direct sputum smear microscopy: how much better is more?","volume":"6","author":"van deun","year":"2002","journal-title":"Int J Tuberc Lung Dis"},{"key":"ref29","article-title":"Feature subset selection using Thornton's separability index and its applicability to a number of sparse proximity-based classifiers","author":"greene","year":"2001","journal-title":"presented at the 12th Annu Symp South Afr Pattern Recog Assoc"},{"key":"ref8","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1117\/12.506800","article-title":"Automatic identification techniques of tuberculosis bacteria","volume":"5203","author":"forero","year":"2003","journal-title":"Proc SPIE"},{"key":"ref7","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1117\/12.449343","article-title":"automatic sputum colour image segmentation for tuberculosis diagnosis","volume":"4471","author":"forero","year":"2001","journal-title":"Proc SPIE"},{"key":"ref2","year":"0"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/S1473-3099(06)70578-3"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.rti.2004.05.007"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/34.232073"},{"key":"ref22","author":"gonzalez","year":"2004","journal-title":"Digital Image Processing Using Matlab"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/42.640755"},{"key":"ref24","author":"baluja","year":"1994","journal-title":"Population-based incremental learning A method for integrating genetic search based function optimization and competitive learning"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2003.10.011"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICPR.1994.576920"},{"key":"ref25","first-page":"359","article-title":"correlation-based feature selection for discrete and numeric class machine learning","author":"hall","year":"2000","journal-title":"Proc 17th Int Conf Mach Learning"}],"container-title":["IEEE Transactions on Information Technology in Biomedicine"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx5\/4233\/5505920\/05229322.pdf?arnumber=5229322","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,10,10]],"date-time":"2021-10-10T23:59:35Z","timestamp":1633910375000},"score":1,"resource":{"primary":{"URL":"http:\/\/ieeexplore.ieee.org\/document\/5229322\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,7]]},"references-count":33,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/titb.2009.2028339","relation":{},"ISSN":["1089-7771"],"issn-type":[{"value":"1089-7771","type":"print"}],"subject":[],"published":{"date-parts":[[2010,7]]}}}