Journal of Development Research
Vol. 6 No. 1 (2022): Volume 6, Number 1, May 2022

Classification of Banana Maturity Levels Based on Skin Image with HSI Color Space Transformation Features Using the K-NN Method

Adhe Irham Thoriq (Universitas Dian Nuswantoro)
Muhamad Haris Zuhri (Universitas Dian Nuswantoro)
Purwanto Purwanto (Universitas Dian Nuswantoro)
Pujiono Pujiono (Universitas Dian Nuswantoro)
Heru Agus Santoso (Universitas Dian Nuswantoro)



Article Info

Publish Date
31 May 2022

Abstract

Banana or Musa Paradisiaca is one type of fruit that is often found in Southeast Asia. The most popular is the Raja banana (Musa paradisiaca L.). The advantage of the plantain is that it has a fragrant aroma and is of medium size and has a very sweet taste that is appetizing when it is fully ripe. While the drawback of plantains is that they ripen quickly, if not handled properly, it can change the nutritional value and nutrients contained in plantains. In this study, the author focuses on identifying the level of ripeness of bananas using the image of a plantain fruit that is still intact and its skin. Processing of the image of the plantain fruit using HSI (Hue Saturation Intensity) color space transformation feature extraction. The tool used to extract the HSI (Hue Saturation Intensity) color space transformation feature is Matlab. The attribute values obtained from the extraction are the Red, Green, Blue values obtained from the RGB values. Hue, saturation and intensity attributes were obtained from HSI extraction. Classification of the level of ripeness of plantain fruit is done with the help of the rapidminer tool. The method used is K-NN. The results obtained from this test are the accuracy value of 91.33% with a standard deviation value of+/- 4.52% with a value of k=4. The RMSE value obtained is 0.276.

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Journal Info

Abbrev

JDR

Publisher

Subject

Civil Engineering, Building, Construction & Architecture Education Social Sciences

Description

Journal of Development Research, a journal runs by the Institute for Research and Community Services Universitas Nahdlatul Ulama Blitar. Journal facilitates publication of the results of research in the field of human and region development. The journal is published in two versions, the print and ...