A model-based approach for rigid object recognition
dc.contributor.author | Chong, C. | |
dc.contributor.author | Tan, Tele | |
dc.contributor.author | Lim, Fee-Lee | |
dc.contributor.editor | Y.Y. Tang | |
dc.contributor.editor | S.P.Wang | |
dc.contributor.editor | G. Lorette | |
dc.contributor.editor | D.S. Young | |
dc.contributor.editor | H. Yang | |
dc.date.accessioned | 2017-01-30T12:08:40Z | |
dc.date.available | 2017-01-30T12:08:40Z | |
dc.date.created | 2014-10-28T02:31:41Z | |
dc.date.issued | 2006 | |
dc.identifier.citation | Chong, C. and Tan, T. and Lim, F. 2006. A model-based approach for rigid object recognition, in Tang, Y.Y. et al (ed), 18th International Conference on Pattern Recognition, Aug 20-24 2006, pp. 116-120. Hong Kong: IEEE. | |
dc.identifier.uri | http://hdl.handle.net/20.500.11937/18574 | |
dc.identifier.doi | 10.1109/ICPR.2006.103 | |
dc.description.abstract |
Most object recognition systems require large databases of real images for classifier training. To collect real images for this purpose is a difficult and expensive process. This paper introduces a unified framework based on the creation and use of synthetic images for training various classifiers to achieve recognition of real-world objects. A 3D model of the object (i.e. trolley in this case) is constructed from a minimum of two photographs. The constructed 3D model is used to automatically generate the relevant synthetic images that are subsequently used to train the Adaboost and support vector machine-based recognition systems. Experimental results obtained are very encouraging suggesting that synthetically generated images generated by our approach can augment the real training samples used in current recognition systems | |
dc.publisher | IEEE Coputer Society Conference Publishing Services | |
dc.title | A model-based approach for rigid object recognition | |
dc.type | Conference Paper | |
dcterms.source.startPage | 116 | |
dcterms.source.endPage | 120 | |
dcterms.source.title | Proceedings of the 18th International Conference on Pattern Recognition Vol 3 | |
dcterms.source.series | Proceedings of the 18th International Conference on Pattern Recognition Vol 3 | |
dcterms.source.isbn | 0769525210 | |
dcterms.source.conference | 8th International Conference on Pattern Recognition | |
dcterms.source.conference-start-date | Aug 20 2006 | |
dcterms.source.conferencelocation | Hong Kong | |
dcterms.source.place | Los Alamitos, USA | |
curtin.department | Department of Computing | |
curtin.accessStatus | Fulltext not available |