Face recognition via incremental 2DPCA Lu, Chong, Liu, Wanquan, Venkatesh, Svetha and An, Senjian 2007, Face recognition via incremental 2DPCA, in IJCAI 2007 : Proceedings of the 20th International Joint Conference on Artificial Intelligence, AAAI Press, [Hyderabad, India]. Attached Files Name Description MIMEType Size Downloads venkatesh-facerecognition-2007.pdf Published version application/pdf 258.68KB 61 Title Face recognition via incremental 2DPCA Author(s) Lu, Chong Liu, Wanquan Venkatesh, Svetha orcid.org/0000-0001-8675-6631 An, Senjian Conference name International Joint Conference on Artificial Intelligence (20th : 2007 : Hyderabad, India) Conference location Hyderabad, India Conference dates 6-12 Jan. 2007 Title of proceedings IJCAI 2007 : Proceedings of the 20th International Joint Conference on Artificial Intelligence Editor(s) Veloso, Manuela M. Publication date 2007 Conference series International Joint Conference on Artificial Intelligence Total pages 6 Publisher AAAI Press Place of publication [Hyderabad, India] Keyword(s) 2DPCA model eigen-space model face recognition process batch method Summary Recently, the Two-Dimensional Principal Component Analysis (2DPCA) model is proposed and proved to be an efficient approach for face recognition. In this paper, we will investigate the incremental 2DPCA and develop a new constructive method for incrementally adding observation to the existing eigen-space model. An explicit formula for incremental learning is derived. In order to illustrate the effectiveness of the proposed approach, we performed some typical experiments and show that we can only keep the eigen-space of previous images and discard the raw images in the face recognition process. Furthermore, this proposed incremental approach is faster when compared to the batch method (2DPCD) and the recognition rate and reconstruction accuracy are as good as those obtained by the batch method. Notes Paper presented at the First International Workshop on Multimodal Information Retrieval, at IJCAI 2007. ISBN 9781577352983 Language eng Field of Research 089999 Information and Computing Sciences not elsewhere classified Socio Economic Objective 970108 Expanding Knowledge in the Information and Computing Sciences HERDC Research category E1.1 Full written paper - refereed Copyright notice ©2013, AAAI Press Free to Read? Yes Persistent URL http://hdl.handle.net/10536/DRO/DU:30044921 Document type: Conference Paper Collections: Faculty of Science, Engineering and Built Environment School of Information Technology Open Access Collection Related Links Link Description Connect to conference webpage Go to link with your DU access privileges     Link to Related Work Face recognition via incremental 2DPCA (deposited 06-11-2020) International Joint Conference on Artificial Intelligence (IJCAI) Publisher (deposited 15-01-2014)   Unless expressly stated otherwise, the copyright for items in DRO is owned by the author, with all rights reserved. Every reasonable effort has been made to ensure that permission has been obtained for items included in DRO. If you believe that your rights have been infringed by this repository, please contact drosupport@deakin.edu.au. Versions Version Filter Type Tue, 01 May 2012, 11:06:43 EST Wed, 09 May 2012, 09:40:41 EST Wed, 09 May 2012, 09:42:55 EST Fri, 17 Jan 2014, 07:27:11 EST Tue, 06 Sep 2016, 18:54:06 EST Tue, 05 Dec 2017, 12:32:14 EST Fri, 07 Sep 2018, 15:56:20 EST Filtered Full Citation counts:   Cited 0 times in TR Web of Science Cited 0 times in Scopus Search Google Scholar Access Statistics: 559 Abstract Views, 61 File Downloads  -  Detailed Statistics Created: Tue, 01 May 2012, 11:06:43 EST

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