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Agung Setia Budi, Agung Setia
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Journal : knowledge engineering and data science

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Fish Image Classification using Transfer Learning Method withAdaptive Learning Rate Suhana, Rizka; Mahmudy, Wayan Firdaus; Budi, Agung Setia
Knowledge Engineering and Data Science
Publisher : citeus

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Abstract

The diversity of fish species in coral reef ecosystems is one of the indications in determining health in coral reef ecosystems. Many Indonesian Fisheries and Marine Research and Development Agency experts carefully classify fish images. A reliable technique for performing image classification is Convolutional Neural Network (CNN). Transfer learning appears and adopts part of CNN, namely the modified convolution layer. The paper aims to solve the fish classification problem using the pre-trained model of Mobilenet V2. The model has a low computational process and does not use too many memory resources when training image data. The research image data used is 49,281 data of various sizes and 18 types of fish. The image is entered into the transformation process (random rotation, random resize crop, random horizontal flip) on the training and test data to produce varied data. After the transformation process, the image data is entered into the training process using the Mobilenet V2 architecture. Testing the Mobilenet V2 architectural model obtained an accuracy score of 99.54%, which is reliable in classifying fish images.
Co-Authors Achmad Basuki Adhitya Bhawiyuga, Adhitya Aditama, Andika Wisnu Aditya, Raihan Athallah Agus Hamdani Ahmad Wali Satria Bahari Johan Ajly, Ziyyan Dehani Safti Albert, Muhammad Zaidan Alfariz, Zulfi Ananta, Muhammad Zuman Arsal, St Fatmah Arsyada, Muhammad Afifudin Asmoro, Endang Dwi Bagus Prabowo, Bayu Cahya, Vicky Fadillah Eka Dahnial Syauqy Dainendra, Mochammad Ravi Dharmawan, Fakhriz Thoriqo Djodi, Samuel Edita Rosana Widasari, Edita Rosana Eko Setiawan Elwardah, Khairiah Endaraditiya, Okta Trio Fanani, Aulia Putri Fatwa Ramdani, Fatwa Firdaus, Jeffry Atur Fujiah, Fujiah Hakim, Dicky Fauzan Hanif Azhar Efendi, Muhammad Harahap, Syazwandy Hasmara, Daffa Bisma Huda, Heris Warli Ibnu, Mohammad Jojok Widodo Soetjipto Kinanti, Aisha Putri Kurniawan, Rizaldy Ariobimo Mochammad Hannats Hanafi Ichsan Muhammad Arif Muhammad Iqbal, Rizky Muhammad Zaki Muharom, Nur Qodir Wajid Nur Hidayat Sardini Pardamean, Yohanes Pranowo, Khansa Muhammad Garanadi Prasetyo, Ragil Hadi Rakhmadhany Primananda Rakhmadhany Primananda, Rakhmadhany Ramadhani, Rizky Rekyan Regasari Mardi Putri, Rekyan Regasari Mardi Renanta, Alexius Andrianno Alfa Risqy Siwi Pradini Santoso, Bayu Saputra, Muhammad Aditya Darma Sholicha, Nanda Amaliatus Siahaan, Matthew Kevin Sigalingging, Willy Septian Andreas Simamora, Rambel Bastian Sugiharto, Muhammad Esel Suhana, Rizka Supardi Supardi Supardi, Sudarman Syamsul Arifin Taufiqurrachman Taufiqurrachman Tri Ananta, Mahardeka Trikusuma, Naufal Farras Utama, Arlingga Utaminingrum, Fitri Wagola, Abdullah Wahyu Tejakusuma, Wahyu Wahyudi, Mohammad Rizki Watono Wayan Firdaus Mahmudy Wibawa, Adytia Candra Wicaksono, Satria Ari Zain, Giservin Tifira Zainul Abidin