JOURNAL ARTICLE

Spices Image Classification Using Support Vector Machine

Abstract

Spices are ingredients that are commonly used as food flavoring in various types of food in the world. There are many types of spices that exist. Not everyone can distinguish the types of these spices. A Spice classifier is needed to address this problem. This study performs the classification of spice images using the Support Vector Machine (SVM) algorithm, which is a method of mapping data into certain categories. There are 5 spices identified, namely ginger, cinnamon, candlenut, turmeric and pepper. In this study, the SVM model for image identification produced an average accuracy of 38.7%. This model has the greatest accuracy in identifying cinnamon by 65.3% and the smallest accuracy in identifying ginger by 24.5%.

Keywords:
Support vector machine Artificial intelligence Pattern recognition (psychology) Spice Classifier (UML) Identification (biology) Computer science Pepper Machine learning Mathematics Botany Engineering Biology

Metrics

3
Cited By
4.34
FWCI (Field Weighted Citation Impact)
19
Refs
0.96
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Coconut Research and Applications
Physical Sciences →  Chemistry →  Inorganic Chemistry
Identification and Quantification in Food
Life Sciences →  Biochemistry, Genetics and Molecular Biology →  Molecular Biology
Agricultural and Environmental Management
Social Sciences →  Social Sciences →  Demography

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