HOAQ (High Education of Organization Archive Quality) : Jurnal Teknologi Informasi
Vol. 10 No. 2 (2019): Jurnal HOAQ - Teknologi Informasi

HISTOGRAM OF ORIENTED GRADIENT UNTUK DETEKSI EKSPRESI WAJAH MANUSIA

Overbeek, Marlinda Vasty (Unknown)



Article Info

Publish Date
31 Dec 2018

Abstract

This research focuses on the detection of human facial expressions using the Histogram of Oriented Gradient algorithm. Whereas for the classification algorithm, Convolutional Neural Network is used. Image data used in the form of seven different expressions of humans with the extraction of 48x48 pixels. The use of Histogram of Oriented Gradient as a feature extracting algorithm, because Histogram of Oriented Gradient is good to be used in detecting moving objects. Whereas Convolutional Neural Network is used because it is an improvement of the Multi Layer Perceptron algorithm. Of the three epoches done, it produced the best accuracy of 77% re-introduction of human facial expressions. These results are quite convincing because it only uses three epochs.

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Journal Info

Abbrev

hoaq

Publisher

Subject

Computer Science & IT

Description

Jurnal Jurnal High education of organization archive quality Teknologi Informasi merupakan Jurnal Ilmiah untuk menampung hasil penelitian yang berhubungan dengan bidang sains dan teknologi. Bidang penelitian yang dimaksud meliputi : Artificial Intelligence and Application, Business Intelligence, ...