Teknosains : Jurnal Sains,Teknologi dan Informatika
Vol 11 No 1 (2024): TEKNOSAINS: Jurnal Sains, Teknologi dan Informatika

Red Chili Classification Using HSV Feature Extraction and Naive Bayes Classifier

Hermawan Syahputra (Medan State University, Medan, North Sumatra, Indonesia 20221)
Josua Nainggolan (Medan State University, Medan, North Sumatra, Indonesia 20221)
Johanes Apriadi Parlinggoman Sirait (Medan State University, Medan, North Sumatra, Indonesia 20221)
Muhammad Fadlan Ikromi (Medan State University, Medan, North Sumatra, Indonesia 20221)
Putri Ameliya Lubis (Medan State University, Medan, North Sumatra, Indonesia 20221)



Article Info

Publish Date
31 Jan 2024

Abstract

In the culinary industry, the classification of red chili pepper types is used to identify varieties that differ in terms of flavor, pungency, or other uniqueness. This enables their proper use in various recipes and meals. In the market, the classification of red chili pepper types helps in pricing, variety selection, or quality standards applied. For this reason, the purpose of this research is to classify red chili peppers using HSV Feature Extraction and Naive Bayes Clasifier. The stages carried out include: data collection, preprocessing, feature extraction and classification. Red chilies are grouped into 4 classes, namely large red chilies, cakplak red chilies, curly red chilies and chili red chilies. The red chili data used is 119 training data and 123 testing data. In the preprocessing, the image is converted to grayscale, then converted to binary image with the thresholding method. Furthermore, feature extraction is done with the HSV method. Finally, classification is done with Naive Bayes. The results of the study provide an accuracy value for training data of 92.43% and for testing data obtained an accuracy of 92.69%. This method is suitable for use in classification because it gives good results

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Journal Info

Abbrev

tekno

Publisher

Subject

Agriculture, Biological Sciences & Forestry Automotive Engineering Computer Science & IT

Description

Aim and Scope Aim The aim of this journal publication is to disseminate the fundamental ideas or ideas that have been accomplished and the study findings in technology, science and informatics. In terms of community sector study outcomes, the Journal of Technoscience primarily reports on the main ...