Facial expression recognition based on graph-preserving sparse non-negative matrix factorization

R Zhi, M Flierl, Q Ruan, B Kleijn - 2009 16th IEEE International …, 2009 - ieeexplore.ieee.org
In this paper, we present a novel algorithm for representing facial expressions. The
algorithm is based on the non-negative matrix factorization (NMF) algorithm, which …

Application of non-negative and local non negative matrix factorization to facial expression recognition

I Buciu, I Pitas - … of the 17th International Conference on Pattern …, 2004 - ieeexplore.ieee.org
Two image representation approaches called non-negative matrix factorization (NMF) and
local non-negative matrix factorization (LNMF) have been applied to two facial databases for …

Facial expression recognition based on NMF and SVM

Y Zilu, Z Guoyi - 2009 international forum on information …, 2009 - ieeexplore.ieee.org
A novel approach to facial expression recognition (FER) based on the combination of Non-
negative Matrix Factorization (NMF) and Support Vector Machine (SVM) was proposed. One …

A new sparse image representation algorithm applied to facial expression recognition

I Buciu, I Pitas - Proceedings of the 2004 14th IEEE Signal …, 2004 - ieeexplore.ieee.org
In this paper, we present a novel algorithm for learning facial expressions in a supervised
manner. This algorithm is derived from the local non-negative matrix factorization (LNMF) …

Graph-preserving sparse nonnegative matrix factorization with application to facial expression recognition

R Zhi, M Flierl, Q Ruan, WB Kleijn - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
In this paper, a novel graph-preserving sparse nonnegative matrix factorization (GSNMF)
algorithm is proposed for facial expression recognition. The GSNMF algorithm is derived …

Discriminant sparse nonnegative matrix factorization

R Zhi, Q Ruan - 2009 IEEE International Conference on …, 2009 - ieeexplore.ieee.org
In this paper, a novel discriminant sparse non-negative matrix factorization (DSNMF)
algorithm is proposed. We derive DSNMF method from original NMF algorithm by …

Dual subspace nonnegative matrix factorization for person-invariant facial expression recognition

YH Tu, CT Hsu - … of the 21st International Conference on …, 2012 - ieeexplore.ieee.org
Person-dependent appearance changes tend to increase difficulties in automatic facial
expression recognition. Although one can use neutral face images to reduce the personal …

Facial expression recognition based on PCA and NMF

L Zhao, G Zhuang, X Xu - 2008 7th World Congress on …, 2008 - ieeexplore.ieee.org
Principal Component Analysis (PCA) is a widely used technology about dimensional
reduction. Non-negative Matrix Factorization (NMF), proposed by Lee and Sung, is a new …

[PDF][PDF] Extended non-negative matrix factorization for face and facial expression recognition

HB Ali, DMW Powers, X Jia, Y Zhang - International Journal of Machine …, 2015 - ijmlc.org
Face and Facial Expression Recognition is a broad research area for its diversified
applicability in different applications from security, surveillance to medical diagnosis. The …

Exemplar-embed complex matrix factorization for facial expression recognition

VH Duong, YS Lee, JJ Ding, BT Pham… - … , Speech and Signal …, 2017 - ieeexplore.ieee.org
This paper presents an image representation approach which is based on matrix
factorization in the complex domain and called exemplar-embed complex matrix …