Assessment of a footstep biometric verification system
Book chapter in "Advances in Pattern Recognition, Handbook of Remote Biometrics", Springer, ISBN: 978-1-84882-384-6, June 2009
This paper reports some novel experiments which assess the potential of footsteps as a biometric. We present a semi-automatic capture system and report results on a large database of footstep signals with independent development and evaluation datasets comprised of more than 3000 footsteps collected from 41 persons. An optimisation of geometric and holistic feature extraction approaches is reported. Following best practice we report some of the most statistically meaningful and best verification scores ever reported on footstep recognition. An equal error rate of 10% is obtained with holistic features classified with a support vector machine. As an added benefit of the work, the footstep database is freely available to the research community. Currently, the research focus is on features extraction on a new high spatial density footsteps database.
| Type: | Ouvrage |
| Langue: | English |
| Ville: | |
| Date: | Juin 2009 |
| Département: | Communications Multimédia |
| Eurecom ref: | 2808 |
| Copyright: | © Springer. Personal use of this material is permitted. The definitive version of this paper was published in Book chapter in "Advances in Pattern Recognition, Handbook of Remote Biometrics", Springer, ISBN: 978-1-84882-384-6, June 2009 and is available at : http://dx.doi.org/10.1007/978-1-84882-385-3_13 |
| Bibtex: | @book{EURECOM+2808, doi = { http://dx.doi.org/10.1007/978-1-84882-385-3_13}, year = {2009}, title = {{A}ssessment of a footstep biometric verification system}, author = {{V}era {R}odriguez, {R}uben and {M}ason, {J}ohn {S}.{D} and {E}vans, {N}icholas {W} {D}}, publisher = {{B}ook chapter in "{A}dvances in {P}attern {R}ecognition, {H}andbook of {R}emote {B}iometrics", {S}pringer, {ISBN}: 978-1-84882-384-6, {J}une 2009}, month = {06}, url = {http://www.eurecom.fr/publication/2808} } |
| Voir aussi: |
|
Permalink: http://www.eurecom.fr/publication/2808
