Techno Nusa Mandiri : Journal of Computing and Information Technology
Vol 17 No 1 (2020): Techno Nusa Mandiri : Journal of Computing and Information Technology Period of

IDENTIFICATION OF HERBAL PLANT BASED ON LEAF IMAGE USING GLCM FEATURE AND K-MEANS

Recha Abriana Anggraini (Information System, Universitas Bina Sarana Informatika, Jakarta, Indonesia)
Fanny Fatma Wati (Information System, Universitas Bina Sarana Informatika, Jakarta, Indonesia)
Muhammad Ja’far Shidiq (Computer Science STMIK Nusa Mandiri, Jakarta, Indonesia)
Ade Suryadi (Information System, Universitas Bina Sarana Informatika, Jakarta, Indonesia)
Haerul Fatah (Information System, Universitas Bina Sarana Informatika, Jakarta, Indonesia)
Desiana Nur Kholifah (Software Engineering, Universitas Bina Sarana Informatika, Jakarta, Indonesia)



Article Info

Publish Date
16 Mar 2020

Abstract

Medicinal plants are one of the groups of plants that have enormous benefits for humans because they can help the medical process for healing disease. Herbal plants can be used as ingredients for medicines, medicines produced from herbal plants are also natural. Lack of knowledge of herbal plants causes people to prefer chemical-based medicines to help cure their diseases, even though chemical-based drugs have side effects on human health. This study aims to identify types of herbal plants based on the extraction of contrast, correlation, energy, and homogeneity features as well as shape recognition based on metric and eccentricity values. The method used in this research is GLCM features and K-means clustering. In this study, the data used consisted of 352 data divided into 320 training data and 32 testing data. This research succeeded in identifying and classifying herbal plant species using GLCM features and K-means clustering segmentation with an average accuracy value of 85.94%.

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Journal Info

Abbrev

techno

Publisher

Subject

Computer Science & IT

Description

Jurnal TECHNO Nusa Mandiri, merupakan Jurnal yang diterbitkan oleh Pusat Penelitian Pengabdian Masyarakat (PPPM) STMIK Nusa Mandiri Jakarta. Jurnal TECHNO Nusa Mandiri, berawal diperuntukan menampung paper-paper ilmiah yang dibuat oleh dosen-dosen program studi Teknik ...