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Journal : Algoritme Jurnal Mahasiswa Teknik Informatika

Penggunaan Metode SVM Dengan Fitur HSV HOG Dalam Mengklasifikasi Jenis Ikan Guppy Lestari, Yehezekiel Gian; Irsyad, Hafiz
Jurnal Algoritme Vol 4 No 1 (2023): Oktober 2023 || Algoritme Jurnal Mahasiswa Teknik Informatika
Publisher : Program Studi Teknik Informatika Universitas Multi Data Palembang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35957/algoritme.v4i1.5698

Abstract

Ornamental fish are fish that are often traded to be kept as decoration to beautify and not for consumption, ornamental fish are the same as consumption fish, both of which live in fresh water or in sea water. Ornamental fish in general have a characteristic, namely a unique body shape with a body pattern with various attractive colors. One of the ornamental fish in Indonesia is Guppy fish. Guppy fish is a type of freshwater fish that lives freely in waters and is widespread in the tropics. This fish is widely cultivated by ornamental fish lovers because of the beauty of its color. There are many types of Guppy fish, a classification is needed to make it easier to distinguish the types, this research was conducted to determine the types of Guppy fish. Guppy fish used in this study were Leopard, Koi, and Albino Full Red (AFR), with the use of the SVM classification feature with HSV and HOG features. obtained scores for Guppy Leopard fish Accuracy 77%, Precision 70%, Recall 53%, values for Guppy Koi fish Accuracy 82%, Precision 78%, Recall 69%, and values for Guppy Albino Full Red (AFR) Accuracy 85%, Precision 83%, Recall 85%. Of the three types of fish studied, the Albino Full Red Guppy fish gave the highest recognition accuracy value of 85%
Co-Authors Abdul Rahman Adrian Suparto Ahmad Farisi Akhsani Taqwiym Akhsani Taqwiym Akhsani Taqwiym Akhsani Taqwiym Andreas Andreas Antony, Felix Arta Tri Narta Arta Tri Narta Aurelia, Reni Billy Franko Busdin, Rusdie Candra candra Chandra Wijaya Chandra, Kelvin William Christy, Christy Cindy Meilani Daniel Wijaya Derry Alamsyah Devella, Siska dewa Dicko David K Dina Mariana Dwifa_Sophian, Muhammad Agus Edward Pratama Eka Puji Widiyanto Fareza, Ivan Farisi, Ahmad Farisi, Ahmad Fariz Prasetya Ferdi Jiranda Sinaga Fernando Sugianto Putra Fujianto Graciela, Michelle Hansen, Hansen Hartati, Ery Hendra Nata Niko P Hidayat, Muhammad Syahrizal Ibnusina, Fedri Ivander Destian Luis Jeason Lie Jocelyn, Jennifer jonathan stanly Jonathan Wijaya Juliana Nasution Kamilah, Nyimas Nisrinaa Kelly, Angel Kevin Kevin Kevin kevin Kotan, Jendraja Husein Kurniawan, Calvin Laksana, Jovansa Putra Leonardo Leonardo Lestari, Yehezekiel Gian levid, Jonathan Felix Lin, Jimmi M Ezar Al Rivan Meiriyama, Meiriyama Michael Joy Clement Molavi Arman Muhammad Bemby Putra Mansyah Muhammad Rizky Pribadi Mutia, Silvi Narta, Arta Tri Nicholas Wilyanto Novan Wijaya Novan Wijaya Novan Wijaya Novan Wijaya Pribadi, M Rizky Putra Darmansius, Albertus Dwi Andhika Renaldo, Florence Reynald Dwika Prameswara Rikky, Rikky Rizki Ambarwati RR. Ella Evrita Hestiandari Russel Wijaya Santoti, Jennifer Velensia Sanu, Intan Saputra, M Reynaldi Shela, Shela Silfia Taqwiym, Akhsani Taqwiym, Akhsani Taqwiym, Akhsani Tinaliah, Tinaliah Triana Elizabeth, Triana Verrino Adityya Virginia, Callista Wati, Retiana Krisna Wati, Risha Ambar Wijang Widhiarso Wijaya, Christian Richie Willyanto, Aldo Wiwik Handayani Wong, Jeovanni Yohannes Yohannes Yunarto Yunarto, Yunarto