A fast extension for sparse representation on robust face recognition
| dc.contributor.author | Qiu, Hui-ning | |
| dc.contributor.author | Pham, DucSon | |
| dc.contributor.author | Venkatesh, Svetha | |
| dc.contributor.author | Liu, Wan-quan | |
| dc.contributor.author | lai, Jian-huang | |
| dc.contributor.editor | A. Salah | |
| dc.contributor.editor | T. Gevers | |
| dc.contributor.editor | N. Sebe | |
| dc.contributor.editor | A. Vinciarelli | |
| dc.date.accessioned | 2017-01-30T12:07:08Z | |
| dc.date.available | 2017-01-30T12:07:08Z | |
| dc.date.created | 2010-12-02T20:03:28Z | |
| dc.date.issued | 2010 | |
| dc.identifier.citation | Qiu, H. and Pham, Duc and Venkatesh, Svetha and Liu, Wan-quan and lai, J. 2010. A fast extension for sparse representation on robust face recognition, in Salah, A., Gevers, T., Sebe, N., Vinciarelli, A. (ed), 20th International Conference on Pattern Recognition, ICPR 2010, Aug 23 2010, pp. 1023-1027. Istanbul, Turkey: IEEE. | |
| dc.identifier.uri | http://hdl.handle.net/20.500.11937/18320 | |
| dc.description.abstract |
We extend a recent Sparse Representation-based Classification (SRC) algorithm for face recognition to work on 2D images directly, aiming to reduce the computational complexity whilst still maintaining performance. Our contributions include: (1) a new 2D extension of SRC algorithm; (2) an incremental computing procedure which can reduce the eigen decomposition expense of each 2D-SRC for sequential input data; and (3) extensive numerical studies to validate the proposed methods. | |
| dc.publisher | Springer | |
| dc.subject | Face Recognition | |
| dc.subject | Sparse Representation | |
| dc.subject | Compressive Sensing | |
| dc.subject | Incremental Learning | |
| dc.title | A fast extension for sparse representation on robust face recognition | |
| dc.type | Conference Paper | |
| dcterms.source.startPage | 1023 | |
| dcterms.source.endPage | 1027 | |
| dcterms.source.title | Lecture Notes in Computer Science 6219 | |
| dcterms.source.series | Lecture Notes in Computer Science 6219 | |
| dcterms.source.isbn | 9783642147142 | |
| dcterms.source.conference | 20th International Conference on Pattern Recognition, ICPR 2010 | |
| dcterms.source.conference-start-date | Aug 23 2010 | |
| dcterms.source.conferencelocation | Istanbul, Turkey | |
| dcterms.source.place | New York | |
| curtin.note |
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| curtin.accessStatus | Open access | |
| curtin.faculty | School of Science and Computing | |
| curtin.faculty | Department of Computing | |
| curtin.faculty | Faculty of Science and Engineering |