You are not logged in.
Openly accessible

Face recognition from face motion manifolds using robust kernel resistor-average distance

Arandjelovic, Ognjen and Cipolla, R. 2004, Face recognition from face motion manifolds using robust kernel resistor-average distance, in CRPRW 2004 : Proceedings of the Computer Vision and Pattern Recognition Workshop Conference 2004, IEEE, Piscataway, New Jersey, pp. 88-93, doi: 10.1109/CVPR.2004.67.

Attached Files
Name Description MIMEType Size Downloads
arandjelovic-facerecognitionfrom-2004.pdf Published version application/pdf 367.36KB 44

Title Face recognition from face motion manifolds using robust kernel resistor-average distance
Author(s) Arandjelovic, Ognjen
Cipolla, R.
Conference name Computer Vision and Pattern Recognition Workshop (2004 : Washington DC)
Conference location Washington DC
Conference dates 27 June-2 July 2004
Title of proceedings CRPRW 2004 : Proceedings of the Computer Vision and Pattern Recognition Workshop Conference 2004
Editor(s) [Unknown]
Publication date 2004
Conference series Computer Vision and Pattern Recognition Conference
Start page 88
End page 93
Total pages 6
Publisher IEEE
Place of publication Piscataway, New Jersey
Summary In this work we consider face recognition from face motion manifolds. An information-theoretic approach with Resistor-Average Distance (RAD) as a dissimilarity measure between distributions of face images is proposed. We introduce a kernel-based algorithm that retains the simplicity of the closed-form expression for the RAD between two normal distributions, while allowing for modelling of complex, nonlinear manifolds. Additionally, it is shown how errors in the face registration process can be modelled to significantly improve recognition. Recognition performance of our method is experimentally demonstrated and shown to outperform state-of-the-art algorithms. Recognition rates of 97–100% are consistently achieved on databases of 35– 90 people.
Language eng
DOI 10.1109/CVPR.2004.67
Field of Research 080104 Computer Vision
080106 Image Processing
080109 Pattern Recognition and Data Mining
Socio Economic Objective 890205 Information Processing Services (incl. Data Entry and Capture)
HERDC Research category E1.1 Full written paper - refereed
Copyright notice ©2004, IEEE
Persistent URL http://hdl.handle.net/10536/DRO/DU:30058439

Document type: Conference Paper
Collections: Centre for Pattern Recognition and Data Analytics
Open Access Collection
Connect to link resolver
 
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
Citation counts: TR Web of Science Citation Count  Cited 0 times in TR Web of Science
Scopus Citation Count Cited 0 times in Scopus
Google Scholar Search Google Scholar
Access Statistics: 85 Abstract Views, 44 File Downloads  -  Detailed Statistics
Created: Tue, 26 Nov 2013, 12:53:54 EST

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.