Facial Expression Classification Based on Multi Artificial Neural Network and Two Dimensional Principal Component Analysis

Details Facial Expression Classification Based on Multi Artificial Neural Network and Two Dimensional Principal Component Analysis Facial Expression Classification Based on Multi Artificial Neural Network and Two Dimensional Principal Component Analysis

2011-07-16

arxiv.org/abs/1107.3195v1

IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 3, No. 1, May 2011, ISSN (Online): 1694-0814, www.IJCSI.

Computer Science

Computer Vision and Pattern Recognition

8 pages, 16 figures, IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 3, No. 1, May 2011

Scientific paper

Facial expression classification is a kind of image classification and it has received much attention, in recent years. There are many approaches to solve these problems with aiming to increase efficient classification. One of famous suggestions is described as first step, project image to different spaces; second step, in each of these spaces, images are classified into responsive class and the last step, combine the above classified results into the final result. The advantages of this approach are to reflect fulfill and multiform of image classified. In this paper, we use 2D-PCA and its variants to project the pattern or image into different spaces with different grouping strategies. Then we develop a model which combines many Neural Networks applied for the last step. This model evaluates the reliability of each space and gives the final classification conclusion. Our model links many Neural Networks together, so we call it Multi Artificial Neural Network (MANN). We apply our proposal model for 6 basic facial expressions on JAFFE database consisting 213 images posed by 10 Japanese female models.

Affiliated with

Also associated with

No associations

Rating

Facial Expression Classification Based on Multi Artificial Neural Network and Two Dimensional Principal Component Analysis does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with Facial Expression Classification Based on Multi Artificial Neural Network and Two Dimensional Principal Component Analysis, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Facial Expression Classification Based on Multi Artificial Neural Network and Two Dimensional Principal Component Analysis will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-549882