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Muhammad Zikri
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Journal : SmartComp

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Optimasi Klasifikasi Buah Anggur Menggunakan Data Augmentasi dan Convolutional Neural Network Nana, Nana; Mulyana, Dadang Iskandar; Akbar, Ali; Zikri, Muhammad
Smart Comp :Jurnalnya Orang Pintar Komputer Vol 11, No 2 (2022): Smart Comp: Jurnalnya Orang Pintar Komputer
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/smartcomp.v11i2.3527

Abstract

Grapes are a popular fruit and can be easily found almost anywhere in the world. Many will be amazed by the sweet and delicious taste of this grape. Grapes not only brings extraordinary delicacy to our taste buds but also bring special benefits to human health. Therefore, the researchers tried to make a grape image recognition program that uses Data Augmentation and Convolutional Neural Network algorithms. It is a convolutional activity that combines some preparatory processing with several components moving together through a biological sensor system. The grapes used are Champagne, Concord, Cotton Candy, Chris Monceedless, Gewürztraminer, Grenora, Kyoho, Moondrops, Pinot Noir, Riesling, Sultana, Sweet Jubilee and Valiant. Classification optimization was carried out on grape images using two test models, namely the sequential model and the on-top VGG16 model, which operate on the Google Collaboratory Website application and Keras. The test data for this observation on training data are 2400 images and test data as many as 480 images that create a value for the sequential model with an accuracy of 98.54% and a loss of 0.027%, for the on top model VGG16 the accuracy value is 99.37% and a loss value is 0.029%
Co-Authors . Zulfan Ade Nur Hidayah Adiwirman Adiwirman Agus Prima Aspa Ali Akbar Ali Akbar Amalia, Reza Rossa Ananda, Faisar Anggi Egi Anggraini Apriliano, Yova Rezky Arafat, Andril Ardharani, Yana Ardias, Widia Sri Arifmiboy, Arifmiboy ashriramadhan Aswandi Aswandi, Aswandi Aulia Putri Bulkia Rahim Bustari Bustari Dadang Iskandar Mulyana` Dara Akila Dewi, Eva Dian Hafizah, Dian Dwi Fitri Dzulfi, Isman Eko Prasojo Elni Yakub Eva Latipah Fadil Maiseptian Fakhrul Husni Fauzan Azima Fauziah, Nafra Fikri, Hasbiallah Nur Firmansyah, Dafidt Fitriyadi, Muhammad Freza Riana Gibtha Fitri Laxmi Harahap, Cindy Yuliana Harahap, Mhd Yadi Harmaini Harmaini Hartanti, Riana Hasibuan, Pendi Hendra Taufik Heru Wibowo Humayra, Aisyah Ibnu Radwan Siddik Turnip Ilham Safar Iskandar, Sutarmo Iswantir M Manalo, Andres Marbun, Agnes Silvina Mardani Sebayang Masruroh, Riri Murisal Murisal Nabil Alghifari, Muhammad NANA NANA Nana, Nana Nawal Mufidah Nazwa Hanifah Tanjung Noor Sulistiyono Nurbaya Ambo, Sitti Nurhabibatulkamil, Alivia Pahlevi, Mohd. Reza pahlevi, reja Pardede, Jek Amidos Pareng Rengi Prinantin Saputra, Dimas Putra, Amansyah Rahayu, Qhory Anisa Rahmad Efendi Reki Kardiman Rezita Ardhani Manurung Rifelino Rifelino Risanty, Rita Dewi Rully Mujiastuti SANDI KURNIAWAN Sandi, Mahesa Sania Izzati Ramadhani Siti Maesaroh Sugiyono Sugiyono Suharsiwi Suharsiwi Sukiati Sutisna Sutisna Sutrisno, Mirza Syabilla, Kais Syakban Akbar Titin Sutini Trian, Trian Fisman Adisaputra Triana Dewi Turnip, Ibnu Radwan siddik Yudhi Priyo Yuliharti Zahran, Fikry Muhammad Zakaria, Alif Muhammad Zulqarnain, Ahmad Faiz