Facial Expression Recognition Using 3D Convolutional Neural Network
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2014, Vol 5, Issue 12
Abstract
This paper is concerned with video-based facial expression recognition frequently used in conjunction with HRI (Human-Robot Interaction) that can naturally interact between human and robot. For this purpose, we design a 3D-CNN(3D Convolutional Neural Networks) by augmenting dimensionality reduction methods such as PCA(Principal Component Analysis) and TMPCA(Tensor-based Multilinear Principal Component Analysis) to recognize simultaneously the successive frames with facial expression images obtained through video camera. The 3D-CNN can achieve some degree of shift and deformation invariance using local receptive fields and spatial subsampling through dimensionality reduction of redundant CNN’s output. The experimental results on video-based facial expression database reveal that the presented method shows a good performance in comparison to the conventional methods such as PCA and TMPCA.
Authors and Affiliations
Young-Hyen Byeon, Keun-Chang Kwak
Keywords
Related Articles
- EP ID EP158224
- DOI 10.14569/IJACSA.2014.051215
- Views 123
- Downloads 0
Writing Kurdish Alphabetics in Java Programming Language
Nowadays, Kurdish programmers usually suffer when they need to write Kurdish letter while they program in java. More to say, all the versions of Java Development Kits have not supported Kurdish letters. Therefore, the ai...
New mechanism for Cloud Computing Storage Security
Cloud computing, often referred to as simply the cloud, appears as an emerging computing paradigm which promises to radically change the way computer applications and services are constructed, delivered, managed and fina...
Miniaturized Meander Slot Antenna Tor RFID TAG with Dielectric Resonator at 60 Ghz
Day after day, recent advances in millimeter wave communications have called for the development of compact and efficient antennas. Furthermore, the greatest challenges in this area is to get a good performance and a min...
Decision Making Systems for Managing Business Processes in Enterprises Groups
In the current economic realities, the forms of integration business entities through the creation of enterprise groups (EGs), reorganized from industry structures or created a new by acquiring existing companies, are be...
Modeling Knowledge Bases for Automated Decision Making Systems – A Literature Review
Developing automated decision making systems means dealing with knowledge in every possible manner. One of the most important points of developing artificial intelligent systems is developing a precise knowledge base wit...