See this document in CiteSeerX!

Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS (2003)  (Make Corrections)  (26 citations)
Fabien Cardinaux, Conrad Sanderson, Sebastien Marcel



  Home/Search   Context   Related

 
View or download:
anu.edu.au/~conrad...aux_avbpa_2003.pdf
Cached:  PS.gz  PS  PDF   Image  Update  Help

From:  anu.edu.au/~conrad/cs/papers/ (more)
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: We compare two classifier approaches, namely classifiers based on Multi Layer Perceptrons (MLPs) and Gaussian Mixture Models (GMMs), for use in a face verification system. The comparison is carried out in terms of performance, robustness and practicability. Apart from structural di#erences, the two approaches use di#erent training criteria; the MLP approach uses a discriminative criterion, while the GMM approach uses a combination of Maximum Likelihood (ML) and Maximum a Posteriori (MAP) ... (Update)

Cited by:   More
OnTransforming Statistical Models for Non-Frontal Face.. - Sanderson, Bengio, Gao (2006)   (Correct)
User Authentication via Adapted Statistical Models of.. - Cardinaux, Sanderson.. (2006)   (Correct)
A Study of Local Features for Unconstrained Parts Based Face.. - Sanderson, al. (2006)   (Correct)

Similar documents (at the sentence level):
74.3%:   Comparison of MLP and GMM Classifiers for Face.. - Cardinaux, Sanderson.. (2003)   (Correct)

Active bibliography (related documents):   More   All
0.2:   Improving Face Verification using Skin Color Information - Marcel, Bengio (2002)   (Correct)
0.2:   Automatic Person Verification Using Speech and Face Information - Sanderson (2002)   (Correct)
0.1:   Robust Features for Frontal Face Authentication in Difficult .. - Sanderson, Bengio (2003)   (Correct)

Similar documents based on text:   More   All
0.7:   Face Verification Using Adapted Generative Models - Fabien Cardinaux Conrad (2004)   (Correct)
0.6:   Face Authentication Competition on the BANCA Database - Messer, Kittler, Sadeghi, .. (2004)   (Correct)
0.4:   Adapted Generative Models for Face Verification - Cardinaux, Sanderson, Bengio (2003)   (Correct)

Related documents from co-citation:   More   All
21:   Pattern Classification (context) - Duda, Hart - 1973
21:   Maximum a-posteriori estimation for multivariate Gaussian mixture observations o.. - Gauvain, Lee - 1994
20:   Maximum Likelihood from Incomplete Data via the EM Algorithm (context) - Dempster, Laird et al. - 1977

BibTeX entry:   (Update)

F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", IDIAP-RR 03-10, Martigny, Switzerland, 2003. http://citeseer.ist.psu.edu/cardinaux03comparison.html   More

@misc{ cardinaux03comparison,
  author = "F. Cardinaux and C. Sanderson and S. Marcel",
  title = "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS",
  text = "F. Cardinaux, C. Sanderson and S. Marcel, Comparison of MLP and GMM Classifiers
    for Face Verification on XM2VTS, IDIAP-RR 03-10, Martigny, Switzerland,
    2003.",
  year = "2003",
  url = "citeseer.ist.psu.edu/cardinaux03comparison.html" }
Citations (may not include all citations):
2528   Maximum likelihood from incomplete data via the EM algorithm (context) - Dempster, Laird et al. - 1977
574   Pattern Classification (context) - Duda, Hart et al. - 2001
335   Neural Network-Based Face Detection - Rowley, Baluja et al. - 1998
148   Digital Image Processing (context) - Gonzales, Woods - 1993
105   Speaker Verification Using Adapted Gaussian Mixture Models (context) - Reynolds, Quatieri et al. - 2000
90   The DET Curve in Assessment of Detection Task Performance - Martin, Doddington et al. - 1997
34   Recognition of JPEG Compressed Face Images Based on Statisti.. (context) - Eickeler, Muller et al. - 2000
23   Torch: a modular machine learning software library - Collobert, Bengio et al. - 2002
22   Combining Evidence in Personal Identity Verification Systems - Kittler, Matas et al. - 1997
20   Polynomial Features for Robust Face Authentication - Sanderson, Paliwal - 2002
18   Multi-modal identity verification using expert fusion - Verlinde, Chollet et al. - 2000
17   Automatic Person Verification Using Speech and Face Informat.. - Sanderson - 2002
11   A Fast and Accurate Face Detector Based on Neural Networks (context) - Feraud, Bernier et al. - 2001
10   Evaluation Protocol Extended MVT Database (context) - Matre, for et al. - 1998



The graph only includes citing articles where the year of publication is known.


Documents on the same site (http://users.rsise.anu.edu.au/~conrad/cs/papers/):   More
The VidTIMIT Database - Sanderson (2002)   (Correct)
Augmenting Frontal Face Models for Non-Frontal Verification - Sanderson, Bengio (2003)   (Correct)
On Classifying Silhouettes in Adverse Conditions - Sanderson, Gibbins (2004)   (Correct)

Online articles have much greater impact   More about CiteSeer.IST   Add search form to your site   Submit documents   Feedback  

CiteSeer.IST - Copyright Penn State and NEC