eProceedings of Engineering
Vol 2, No 1 (2015): April, 2015

Expression Recognition based on Local Directional Pattern in the Eye Region and Artificial Neural Network

Rama Patria Himawan (Telkom University)
Tjokorda Agung Budi Wiharja (Telkom University)
Anditya Arifianto (Telkom University)



Article Info

Publish Date
01 Apr 2015

Abstract

Artificial face expression recognition is a research topic that was started ever since 90s. On this paper, writer will elaborate all the supporting algorithm used on the experiment, starting from eye-region detection using Haar cascade classifier (Haar) and Harris corres corner detection (Harris), up to expression recognition based on Local Directional Pattern (LDP) and Artificial Neural Network.(ANN) Haar is a segmentation method based on Integral Image and classifying method named Adaptive Boosting. Haar is pretty accurate algorithm to segment an Image of face, from its background. However its performance to segment an eye-region could still be increased, hence the additional usage of Harris. LDP Feature Extraction is an 8-directional-edge- response based feature extraction on each pixel. The final output of this process is a histogram of LDP-code on each area of the Input Image. Artificial Neural Network is a supervised learning derived from standard linear perceptron. Especially on the usage of hidden layer, which allows the system to classify a dataset that wasn’t linearly separable. On this experiment, the training phase will utilize back- propagation algorithm. Keywords: Face recognition, local transititional pattern, contrast feature extraction, multi-layer perceptron, supervised learning, backpropagation, Haar, Harris, corner detection, eye region detection.

Copyrights © 2015






Journal Info

Abbrev

engineering

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering

Description

Merupakan media publikasi karya ilmiah lulusan Universitas Telkom yang berisi tentang kajian teknik. Karya Tulis ilmiah yang diunggah akan melalui prosedur pemeriksaan (reviewer) dan approval pembimbing ...