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Conference papers
Combining efficient object localization and image classification
Abstract : In this paper we present a combined approach for object localization and classification. Our contribution is two-fold. (a) A contextual combination of localization and classification which shows that classification can improve detection and vice versa. (b) An efficient two stage sliding window object localization method that combines the efficiency of a linear classifier with the robustness of a sophisticated non-linear one. Experimental results evaluate the parameters of our two stage sliding window approach and show that our combined object localization and classification methods outperform the state-of-the-art on the PASCAL VOC 2007 and 2008 datasets.
Cited literature [29 references]
https://hal.inria.fr/inria-00439516
Contributor : Hedi Harzallah Connect in order to contact the contributor
Submitted on : Monday, December 7, 2009 - 4:59:52 PM
Last modification on : Tuesday, October 19, 2021 - 11:13:04 PM
Long-term archiving on: : Thursday, October 18, 2012 - 10:10:37 AM
Contributor : Hedi Harzallah Connect in order to contact the contributor
Submitted on : Monday, December 7, 2009 - 4:59:52 PM
Last modification on : Tuesday, October 19, 2021 - 11:13:04 PM
Long-term archiving on: : Thursday, October 18, 2012 - 10:10:37 AM