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Journal : JEEMECS (Journal of Electrical Engineering, Mechatronic and Computer Science)

Image Extraction of Lettuce Leaves using Fast Fourier Transform Method and Color Moments Danang Erwanto; Yudo Bismo Utomo
JEEMECS (Journal of Electrical Engineering, Mechatronic and Computer Science) Vol 5, No 2 (2022): August 2022
Publisher : Merdeka Malang University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26905/jeemecs.v5i2.5275

Abstract

Lettuce (Lactuca sativa L.) is a seasonal leaf vegetable with high nutritional content which is usually fresh for consumption. Typical harvest age for lettuce is 45 days. Lettuce which is harvested more than 45 days will affect the taste of the lettuce. In addition to the lettuce’s age, there are several things that can affect taste of the lettuce, including room temperature, harvest time, and thickness of the leaf color. In this study, Fast Fourier transform (FFT) was used as feature extraction by changing the spatial domain in frequency domain image of the lettuce leaves, while the color moment method was used as the extraction of lettuce leaves. With this digital image processing, it can automatically identify maturity level of lettuce leaves. The classification process uses the Naïve Bayes method with the Weka application. The obtained results of texture and color extraction using FFT method and the color moment using Naïve Bayes classification method in the Weka application work well. From the results of the age classification of lettuce based on its leaf color, the average percentage of total accuracy was 94.4%. The correlation of color and taste using the correlation test which performed by SPSS, and it was found that there are positive relationship between color and taste with sig. (1-tailed) 0.05.
Co-Authors Achmad Arif Alfin Ade Prabowo Ahmad Ari Setyawan Kusuma Alhadidi, M. Baihaqi Aprilia, Yoga Pebri Arisudin Arisudin Arisudin Asti Riani Putri Atika Kurniasari Ayssa Nurmastika Azzah Rowani, Eka Cahya AJi Saputra Deka Wahyudi Dendi Gunawan Deni Wahyu Wibowo Diah Arie Widhining K. Diah Arie Widhining Kusumastutie Dian Efytra Dian Efytra Yuliana Dian Efytra Yuliana Dian Septi Nur Afifah Eka Azzah Rowani Eka Nuryanto Budi Susila Eka Rahayu Septiana Fajar Yumono Fajar Yumono Fajarudin Fajarudin Farrady Alif Fiolana Farrady Alif Fiolana Farrady Alif Fiolana Fauzi, Muhammad Iqsan Geston Bakti Muntoha Iska Yanuartanti Ismail, Alfian Danu Khafi, Agus Maulana Kusumastutie, Diah Arie Widhining Maulana Alfaruq, Bagoes Maulana F, Delta Mochtar Yahya Mochtar Yahya Mohammad Heri Saputra Mohammad Rangga Nur Faizin Muhammad Azizul Fikri Muhammad Erfan Muhammad Iqsan Fauzi Muthrofin, Mohammad Atif Faiz Naofal, Ahfan Nur Rifa’i, Wahib Rohman Nuzulul Septiana Devi Putri Nur Rahayu Putri Nur Rahayu Rahayu, Putri Nur Ridhovi, Zainul Rizki Bayu Samudra Rosanti, Aulia Dewi Royb Fatkhur Rizal Ruba’i, Ahmad Salahuddin, Yanu Salahudin, Yanu Shalahuddin, Yanu Sri Arttini Dwi Prasetyawati Tiyas, Anis Wahyumulyaning Tomi Sugiarto Tri Handayani Utomo, Yudo Bismo Wahyu S., Mas Ilham Wibowo, Deni Wahyu Widhining Kusumastutie, Diah Arie Yahya, Miftahul Yahya, Mochtar Yanu Shalahuddin Yudha Dicky Pradana Yudo Bismo Utomo Yudo Bismo Utomo Yudo Bismo Utomo Yudo Bismo Utomo Yudo Bismo Utomo Yudo Bismo Utomo Yuliana, Dian Efytra Yumono, Fajar