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All Journal JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Petir jurnal teknik informatika dan sistem informasi Algoritme Jurnal Mahasiswa Teknik Informatika Informatics and Enginering Dedication Klik - Jurnal Ilmu Komputer Prioritas : Jurnal Pengabdian Kepada Masyarakat MDP Student Conference
Daniel Udjulawa
Universitas Multi Data Palembang
Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Electrical & Electronics Engineering Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Other

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Journal : Petir

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Klasifikasi Jenis Jamur Menggunakan SVM dengan Fitur HSV dan HOG Yohannes Yohannes; Daniel Udjulawa; Timoteus Ivan Sariyo
PETIR Vol 15 No 1 (2022): PETIR (Jurnal Pengkajian Dan Penerapan Teknik Informatika)
Publisher : Sekolah Tinggi Teknik - PLN

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33322/petir.v15i1.1101

Abstract

Mushrooms are one of the plants that have so many varieties. Every variety has a different shape and color. But most people still feel difficult to know and classify every mushroom. Therefore, classification for mushroom is needed. Method for this research are Hue Saturation Value (HSV) as color segmentation, then Histogram of Oriented Gradient (HOG) as feature extraction, and Support Vector Machine (SVM) as a classification method. Mushrooms that being use are Agaricus, Amanita, Boletus, Cortinarius, Entoloma, Hygrocybe, Lactarius, Russula, Suillus. Total of mushrooms for this research are 900, with 100 each genus. This research using the k-fold Cross Validation method for 4-fold. From 900 images there are 675 for the training phase and 225 for the testing phase. Overall for this research got precision, recall, accuracy respectively 23.80%, 22.94%, and 82.69%. The best mushroom was Boletus with precision, recall, accuracy respectively 55.37%, 46.84%, and 89.69%.
Co-Authors Abdul Rahman Ahmad Fatchurrachman Ahmad Wildan Rizky Ramadhan Andreas Jeremy Obet Simanjuntak Anggoro Aryo P. Azizurrahman Marzali Dafid Dafid Dandy Dandy Dean Darmawan Famerdi, Farhan Agung Febbiola, Febbiola M Fajri Septian Dwi Cahyo Marthin Hokita Kurniawan Muhammad Haviz Irfani Mulyati Mulyati Novan Wijaya Nyimas Artina Regiza Giovanno Serly Oktarina Setiawan, Jerry Timoteus Ivan Sariyo William William Yoannita Yoannita Yohannes Yohannes