{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,2]],"date-time":"2022-04-02T15:27:11Z","timestamp":1648913231861},"reference-count":10,"publisher":"World Scientific Pub Co Pte Lt","issue":"01","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Patt. Recogn. Artif. Intell."],"published-print":{"date-parts":[[2012,2]]},"abstract":"<jats:p> In this paper, we show that simple edge characteristics in images, when judiciously combined, can result in improved scene and object classification. Unlike existing methods that require a large number of training samples and complex learning schemes, our method discovers simple edge properties. We introduce three sets of edge properties, namely, centroid, compactness and aspect ratio of edges in the image. The combinations of these edge properties are used to discriminate among images in each class. A class representative is calculated for each class according to the average percentage of edges that satisfy the property of a particular class. This percentage for an unknown image is compared to the class representative to assign a label to it. It is shown that this simple edge properties-based method outperforms some of the state-of-the-art results on scene and object classification on standard databases. <\/jats:p>","DOI":"10.1142\/s0218001412550014","type":"journal-article","created":{"date-parts":[[2012,1,16]],"date-time":"2012-01-16T02:31:37Z","timestamp":1326681097000},"page":"1255001","source":"Crossref","is-referenced-by-count":1,"title":["NEW EDGE CHARACTERISTICS FOR SCENE AND OBJECT CLASSIFICATION"],"prefix":"10.1142","volume":"26","author":[{"given":"PALAIAHNAKOTE","family":"SHIVAKUMARA","sequence":"first","affiliation":[{"name":"Department of Computer Science, School of Computing, National University of Singapore, Singapore 117417, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"DEEPU","family":"RAJAN","sequence":"additional","affiliation":[{"name":"Division of Visual and Interactive Computing, School of Computer Engineering, College of Engineering, Nanyang Technological University, Singapore 639798, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"SURESH ANAND","family":"SADANANTHAN","sequence":"additional","affiliation":[{"name":"Division of Visual and Interactive Computing, School of Computer Engineering, College of Engineering, Nanyang Technological University, Singapore 639798, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2012,6,21]]},"reference":[{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2003.09.011"},{"key":"rf4","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2007.70716"},{"key":"rf5","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2009.95"},{"key":"rf7","doi-asserted-by":"publisher","DOI":"10.1016\/j.cviu.2005.09.012"},{"key":"rf10","first-page":"1271","author":"Gemert J. C. V.","journal-title":"IEEE Trans. Patt. Anal. Mach. Intell."},{"key":"rf19","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2005.02.015"},{"key":"rf21","doi-asserted-by":"publisher","DOI":"10.1023\/A:1011139631724"},{"key":"rf23","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2009.11.009"},{"key":"rf27","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-006-8614-1"},{"key":"rf32","first-page":"703","volume":"31","author":"Zhou X.","journal-title":"Patt. Recogn. Lett."}],"container-title":["International Journal of Pattern Recognition and Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218001412550014","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,6]],"date-time":"2019-08-06T22:48:20Z","timestamp":1565131700000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218001412550014"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,2]]},"references-count":10,"journal-issue":{"issue":"01","published-online":{"date-parts":[[2012,6,21]]},"published-print":{"date-parts":[[2012,2]]}},"alternative-id":["10.1142\/S0218001412550014"],"URL":"https:\/\/doi.org\/10.1142\/s0218001412550014","relation":{},"ISSN":["0218-0014","1793-6381"],"issn-type":[{"value":"0218-0014","type":"print"},{"value":"1793-6381","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,2]]}}}