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All Journal International Journal of Renewable Energy Development BERKALA FISIKA Jurnal Ilmu Dasar POSITRON BERKALA SAINSTEK Jurnal Sains dan Teknologi Kimia UNEJ e-Proceeding Jurnal Sisfotek Global Computational and Experimental Research in Materials and Renewable Energy (CERiMRE)
Tri Mulyono
Jurusan Kimia , FMIPA, Universitas Jember, Jember
Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Control & Systems Engineering Education Energy Engineering Materials Science & Nanotechnology Mathematics Physics

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Journal : BERKALA FISIKA

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SISTEM PENGENALAN WAJAH DENGAN METODE EIGENFACE DAN JARINGAN SYARAF TIRUAN (JST) Mulyono, Tri; Adi, Kusworo; Gernowo, Rahmat
BERKALA FISIKA Vol 15, No 1 (2012): Berkala Fisika
Publisher : BERKALA FISIKA

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Abstract

The development of security systems led to the development of face recognition system using image processing techniques.Research was conducted to identify a face image automatically with theeigenface method. The method used is a normalization, eigenface, neural network training and testing.Eigenface is used to reduce the dimension vector face becomes much simpler (eigen vector). Eigen vectorsobtained are used by back propagation neural network training process and recognition. Then do thetesting process using the image of a face that has not been used in the training process.The results showed the use of neural networks and eigenface to face recognition can give a goodaccuracy. The system is able to produce an acuracy of 84.6% with a FAR (False Acceptance Rate) =16.2%, FRR (False Rejection Rate) = 20% and EER (Equal Error Rate) = 0.3.Keywords : face recognition, eigenface, eigen vector, neural network
Co-Authors Achmad Sholikhudin Almu’minin Alex Taufiqurrohman Zain Ardian Syah Putra Asnawati Asnawati Asnawati Badrut Tamam Ibnu Ali Busroni, Busroni Cahyono, Bowo Eko Dul Hapid, Saca Dwi Indarti Dzulhaq, Muhammad Iqbal Edy Supriyanto Edy Wibowo Fajrin Nurul Hikmah Feryna Ramadhany Gembong Kesuma B Ika Oktavianawati Kusworo Adi Lusi Ike Nurjanah Maganda Ananda Kristi Mindarti Sartikasari Misto Misto Misto Misto Moh. Hasan Mulik Kholifa Mursyidah Dwi Hartati, Mursyidah Dwi Mutiara Garnet R.A Neran - Rahmat Gernowo Rizqon Rizqon Rofi’i, Imam Rokhmawati, Ilma Eka Nur S Siswanto Siswanto Siswanto Sri Mulyati Sutisna Sutisna Tanti Haryati Umarul Faruq Wawan Badrianto Wawan Badrianto, Wawan Wiwin Setiani Yeni Maulidah Muflihah Zulfikar Zulfikar