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Classification of Some Fruits using Image Processing and Machine Learning

Dilara Gerdan Koç,Mustafa Vatandas

In this study, an image processing algorithm and classification unit were developed to classify the fruits according to their size and color characteristics. For this purpose, a total of 300 fruits (50 fruit samples from each of the Starkrimson Delicious ... see more

Fruit classification | image processing | real-time video processing | machine learning | Post-harvest technology

Turkish Journal of Agriculture: Food Science and Technology , 2021

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Support vector machine with a firefly optimization algorithm for classification of apple fruit disease

Wikky Fawwaz Al Maki, Amien Jafar Makrufi

Fruit diseases became one of the serious problems that the farmer faced because it could threaten their economic outcome. The main focus of this study is apples. Apple fruit is very susceptible to disease, in general diseases that usually attack the apple... see more

Apple Disease | Classification | Support Vector Machine | Firefly Algorithm

MATRIK : Jurnal Manajemen; Teknik Informatika dan Rekayasa Komputer , 2022

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Palm oil extraction rate prediction based on the fruit ripeness levels using C4.5 algorithm Wahyu Supriyatin(1) (1) Universitas Gunadarma () Corresponding Author

Oil palm plantations are one of the main pilar in Indonesia economic. The large number of consumption for palm oil products makes it necessary to carry out data mining to increase the production of CPO produced. The palm fruit ripeness, is one of the fact... see more

Algorithm C4.5 | Data Mining | Oil Extraction Rate | Fruit Ripeness | Classification

ILKOM Jurnal Ilmiah , 2021

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Automatic Classification for Fruits’ Types and Identification of Rotten Ones Using k-NN and SVM

Ann Nosseir,Seif Eldin A. Ahmed

Having a system that classifies different types of fruits and identifies the quality of fruits will be of a value in various areas especially in an area of mass production of fruits’ products. This paper presents a novel system that differentiates between... see more

Image Processing | Classification | Fruits Detection

International Journal of Online Engineering (iJOE) , 2019

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Penerapan Deep Learning untuk Klasifikasi Buah Menggunakan Algoritma Convolutional Neural Network (CNN) DOI: 10.32493/jtsi.v6i1.29648

Shandi Noris,Adhi Waluyo

The fruit is the part of the plant that is embedded in the soil so that it grows large, fleshy and has a lot of water content. There are about 295,383 species of seed plants that can produce fruit. By utilizing artificial intelligence, especially deep lea... see more

Fruit | Classification | Convolutional Neural Network | MobileNetV1

Jurnal Teknologi Sistem Informasi dan Aplikasi , 2023

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Classification for Papaya Fruit Maturity Level with Convolutional Neural Network

Nurmalasari Nurmalasari, Yusuf Arif Setiawan, Widi Astuti, M Rangga Ramadhan Saelan; Siti Masturoh, Tuti Haryanti

Papaya California (Carica papaya L) is one of the agricultural commodities in the tropics and has a very big opportunity to develop in Indonesia as an agribusiness venture with quite promising prospects. So the quality of papaya fruit is determined by the... see more

Convolutional | Classification | Maturity Level | Neural Network

Jurnal Riset Informatika , 2023

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Papaya Fruit Quality Classification Based on Lab Color and Texture Features Using Artificial Neural Networks (ANN)

Dyah Darma Andayani,Andi Noer Aksha Rafii,Kaerurrijal Mahdar,Winda Andrayani Ahmad,Mustamin Mustamin

The process of sorting the quality of papaya fruit is a postharvest problem. So far, humans still do the quality sorting process conventionally or manually. It certainly has weaknesses and limitations, which require a large workforce, and the level of hum... see more

Neural Network | LAB | Quality | Papaya | Texture

INTEK: Jurnal Penelitian , 2023

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Ripeness Level Classification of Oil Palm Fresh Fruit Bunch Using Laser Induced Fluorescence Imaging

Hefniati Ishak,Minarni Shiddiq,Ramma Hayu Fitra,Nadia Zakyyah Yasmin

Tingkat Kematangan Tandan Buah Segar (TBS) kelapa Sawit merupakan faktor penentu kualitas crude palm oil (CPO) yang dihasilkan pabrik kelapa sawit. Metode penyortiran TBS setelah panen atau sebelum memasuki proses perebusan pada umumnya dilakukan secara m... see more

Journal of Aceh Physics Society , 2019

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Ripeness identification of chayote fruits using HSI and LBP feature extraction with KNN classification Siska Anraeni(1); Erika Riski Melani(2); Herman Herman(3) (1) Universitas Muslim Indonesia (2) Universitas Muslim Indonesia (3) Universitas Muslim Indonesia () Corresponding Author

This study aims to build a system to identify the ripeness level of chayote that can be done easily and without damaging the quality of the chayote. This study employs digital image processing technology using Hue Saturation Intensity color feature extrac... see more

hue saturation intensity | local binary patern | K-Nearest Neighbor | chayote fruits

ILKOM Jurnal Ilmiah , 2022

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