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Fachruddin Fachruddin
Pascasarjana Program Studi Teknik Sipil dan Lingkungan, Fakultas Teknologi Pertanian, SPs Institut Pertanian Bogor.
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Journal : Building of Informatics, Technology and Science

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Eksperimen Layer Pooling menggunakan Standar Deviasi untuk Klasifikasi Dataset Citra Wajah dengan Metode CNN Pratama, Yovi; Rasywir, Errissya; Fachruddin, Fachruddin; Kisbianty, Desi; Irawan, Beni
Building of Informatics, Technology and Science (BITS) Vol 5 No 1 (2023): June 2023
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v5i1.3604

Abstract

Deep Learning, especially the Convolutional Neural Network (CNN) has proven to be reliable in processing data from various programming language platforms by utilizing deep learning. In this study, we modified it by calculating the statistical variance. The modifications made are replacing calculations on the Pooling Layer which generally use two formulas, namely max pooling and average pooling. We use the standard deviation to change the reduced image intensity value. With the research experiments built, it is expected to be able to perform facial recognition as an indicator for testing modifications. The Layer Pooling experiment uses the Standard Deviation for Classifying Face Image Datasets with the CNN Method, including the type of dataset used is the Aberdeen dataset https://pics.stir.ac.uk/2D_face_sets.htm. From the results of the experiments conducted, it was found that the highest value was using the Elu activation function and the Adagrad optimizer worth 77.844% for max pooling and 79.844% for pooling with a standard deviation. The Cellu activation function and the RMSprop optimizer are 77.986% for max pooling and 75.986% for pooling with a standard deviation. The highest score with the Softplus activation function and the Sgd optimizer is 77.844% for max pooling usage and 76.344% for pooling with standard deviation. The Tanh activation function and the Adadelta optimizer are 87.844% for max pooling and 85.844% for pooling with a standard deviation. The Elu activation function and the Adam optimizer are 87.853% for the use of max pooling and 85.285% for pooling with a standard deviation. By using the Elu activation function and the Adamax optimizer, the value is 87.842% for max pooling and 86.242% for pooling with a standard deviation. The highest score is using the Elu activation function and the Nadam optimizer with a value of 87.845% for max pooling usage and 86.345% for using standard deviation calculations as pixel pooling. From all experiments it was stated that the use of pooling with the highest value technique or max pooling still gave a better value than using the standard deviation calculation with the best tuning results using the Elu activation function and Adam's Optimiser, which was 87.853%.
Co-Authors AA Sudharmawan, AA Abadi, Cecep Slamet Abidin, Dodo Zaenal Adi Syuriadi Agusmaniza, Roni Ahmad Zaki Aldri Frinaldi Alkhayr, Sabila Mujahidah Alvisyahri, Alvisyahri Andini, Mirna Ria Arbeni, Wawan Ariska, Nana Arisma Siregar, Mawaddah Putri Astuti, Theresia Widji Aulia Rahman Aulia Rahman Auliya, Nurul Azwardi Azwardi Belyamin Belyamin Beni Irawan Bulan, Ramayanty Candra Damis Widiawaty, Candra Damis Chablullah Wibisono Dahlan Dahlan Desi Kisbianty, Desi Devianti, Devianti Dewi Purnama Sari DIAN FEBRIANTI Dinda, Raina Parmitalia Diswandi Nurba, Diswandi Errissya Rasywir Fahrijal, Farkhan Farizal, Teuku fathushahib, fathushahib Fazlina, Rita Februssi, Aditya Handriyani, Cut Hasibuan, Mulkan Hibatullah, Iqmal Ibrahim, Mikhail Claudio Idris, Fadli Indera Sakti Nasution Isfanda, Isfanda Jasmir, Jasmir Juliwardi, Ilham Kusumawati, Andi Malia, Rezqi Masganti Sit MASRURA, DELFIAN Mauliza, Rahma Meylis Safriani Muhammad Ardiansyah Muhammad Hidayat Tullah, Muhammad Hidayat Muhammad Ismail Muhammad Riza Pahlevi Muhammad Usman, Muhammad Muhammad Yasar Mustaqimah Mustaqimah Novianita, Lizza Nuraini, Assyifah Nurfitriani, Antie Nurhadi Pramulya, Rahmad Pramulya, Rahmat Putra, Nobby Darly Dwi Putri, Shinta Buana Rahman, Farhan Maulana Raina Parmitalia Dinda Rinaldy Rinaldy Rizki, Gebrina Robin Sirait Saefuddin, Reskiana Sahkholid Nasution Sanusi Sanusi Smarajaya, I Dewa Made Suharmanto, Billy Suhendra, Rivansyah Sulindawati, Rishi Suryadi Suryadi Susanta, Agus Syamsuddin Syamsuddin Utama, Melda Utari, Selfia Dela Utomo, Machfud Priyo Veranita, Veranita WILLY RIYADI Yovi Pratama Yuli Mafendro Dedet Eka Saputra Yusra, Andi yusuf, Ahmad Maulana Zainuddin, Zainuddin Zulyaden, Zulyaden