Pengenalan citra wajah berbasis transformasi wavelet dan jaringan syaraf tiruan model propagasi balik = Face recognition using wavelet transform and back-propagation neural network

Soetrisna, Tike Tiana (2007) Pengenalan citra wajah berbasis transformasi wavelet dan jaringan syaraf tiruan model propagasi balik = Face recognition using wavelet transform and back-propagation neural network. Bachelor thesis, Universitas Pelita Harapan.

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Abstract

The application of image recognition is widely found in the automation industry. Fundamentally, image recognition is a study on how the computer can recognize images automatically. Particularly, this research discusses about face recognition which is based on Wavelet Transform and Back-propagation Neural Network. A sample of 25 face images was taken from five people. All images were stored in the form of the 24-bit Bitmap format. The recognition process started with changing the images into 8-bit grayscale format, followed by extracting that image features with wavelet transform. By using this transform the size of the image was reduced from (96  128) pixels into (12  16) pixels. The result of this process was a matrix of [25  197]. Finally, the matrix was used as an input in the back-propagation neural network process for classifying the image. A number of experiments were then conducted to evaluate the performance of the system. The result has shown that this method has successfully recognized the given images with about 97.33% of accuracy and got threshold about 0.813108 which came from one hidden layer artificial neural network configuration.
Item Type: Thesis (Bachelor)
Creators:
Creators
NIM
Email
ORCID
Soetrisna, Tike Tiana
NIM08220030016
UNSPECIFIED
UNSPECIFIED
Contributors:
Contribution
Contributors
NIDN/NIDK
Email
Thesis advisor
Lukas, Samuel
NIDN0331076001
samuel.lukas@uph.edu
Thesis advisor
Meiliayana, Meiliayana
UNSPECIFIED
UNSPECIFIED
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: University Subject > Current > Faculty/School - UPH Karawaci > School of Information Science and Technology > Information Systems
Current > Faculty/School - UPH Karawaci > School of Information Science and Technology > Information Systems
Depositing User: Stefanus Tanjung
Date Deposited: 25 Apr 2024 07:42
Last Modified: 25 Apr 2024 07:42
URI: http://repository.uph.edu/id/eprint/62902

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