Kusmaryanto, Sigit
Departemen Teknik Elektro, Universitas Brawijaya

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Journal : Jurnal EECCIS

Jaringan Saraf Tiruan Backpropagation untuk Pengenalan Wajah Metode Ekstraksi Fitur Berbasis Histogram Sigit Kusmaryanto
Jurnal EECCIS Vol 8, No 2 (2014)
Publisher : Fakultas Teknik, Universitas Brawijaya

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Abstract

One common weakness in pattern recognition for face recognition is imperative that accurate input pattern to the pattern identified . This causes the input is often not recognized or not identified so as to be in the input repeatedly . The application of face recognition using Artificial Neural Network (ANN) backpropagation with MATLAB 7.0 is expected to overcome the weakness of pattern recognition systems for face recognition . Histogram -based feature extraction methods used in this study to obtain identification characteristics of the face image and a neural network input data . Face image data using pixel size variations . Trained in facial image pixel size variations 640 x 480 pixels and 600 x 800 pixels with two of distance making on face: average( 2-5m ) , close( < 2m ) . The results obtained from ANN test using 18 images with frontal face : resulting number of units in the hidden layer 6 , the number of input unit 255 , the number of output unit 10 , the maximum epoch 2500, 0001 and learning the target error rate = 0.9 with a percentage of 95 % of face recognitionKeyword - Backpropagation , Face Recognition Feature Extraction , Histogram .
Co-Authors Afif M. Nur Fikri Aindyta Ayu Pradani Alfian Indra Prasetya Andang Buana Sutarja Anisari Mei Prihatini Ardyanda Putra Dirgantara Asmungi, Gaguk Astriana, Ayu Ananda Aufa Rifky Fernanda Auzan El-Ghiffari Su&#039;ud Bravy Dwika Nanda Bravy Dwika Nanda D. Satria Pravira Danang Ardhy Haryanto Danial Risaf Ashari Dewa Ayu Putu K. Dwi Fadila Kurniawan Ega Odiguna Defri Endah Budi Purnomowati Erfan Achmad Dahlan Eva Faliha Kusumawardhany Fahad Arwani Fajar Ramadhan Farra Khairunnisa Ekaputri Febryanto Marthyn Sutrisno Simanjuntak Feraldi Alif Pratama Ferdian Adhiguna Fredrick Yohanes Gamal Alief Satria Ghifari Amanar Gladys Fivin Mahardika Hanif Ahimsa Hariz Faqih Hilmi Setyawan Aji Ihsanuriza Haromain Isnan Rifqi Azinuddin Jinantho , Pamungkas H. S. Kevin Anas Wicaksono Kianoka, Gammal Erlangga Kurnia A., Firmansyah Kuswiradyo, Primatar M. Syaogi Robbani May Lia Khoironisa Melody Indah Mufid Arief Abdul Rohman Muhamad Rifaldi Putra Muhamad Zein Ali Idrus Muhammad Antony Oktavianto Muhammad Danny Ramadhan Wibisono Muhammad Iqbal Tawakkal Dewanto Muhammad Khuzain Muhammad Naufal Muhammad Randi Sugiantara Muhammad Rifqi Hafidh Muhammad Rifqy Setyanto Muhammad Satria Haka Putra Muhammad Syauqil Amin Muhammad Wisem Royyan Muhammad Yodi Satria Muhammad Yudha Pratama Mustofa, Ali Najaruddin Muhammad Nanda Permana Dani Nugraha, Bagus Ardiaz Nurina Firdausi Partiansyah, Fakhriy Hario Primatar Kuswiradyo Priyono, Wahyu Adi R. Dwi Ismat Wicaksono Raden Arief Setyawan Rifaldy Yuhendri Roy Dafly Pirnadi Rudy Yuwono Rusli Ambarwati Rusmi Ambarwati Sari, Sapriesty Nainy Satrio Dimas Bagaskara Tequitha Layyinatul Qalbi Vicky Hardianto Wahju Adi Prijono Wahyu Adi Priyono Wakhida Rahmawati William Edwin Sebastian Lomi Yanuar Linggar P. U. Yusuf Abdillah Aziz Zainuri, Akhmad