Restricted Boltzmann Machines for Fundus Image Reconstruction and Classification of Hypertension Retinopathy

Triwijoyo, Bambang Krismono and Sabarguna, Boy Subirosa and Budiharto, Widodo and Abdurachman, Edi (2021) Restricted Boltzmann Machines for Fundus Image Reconstruction and Classification of Hypertension Retinopathy. Journal of Computer Science, 17 (2). ISSN 1549-9636

[img]
Preview
Text
SimilarityCheck_Restricted Boltzmann Machines-.pdf

Download (3MB) | Preview
[img]
Preview
Text
Bukti Pendukung_Restricted Boltzmann Machines-.pdf

Download (1MB) | Preview
[img]
Preview
Text
Bukti Korespondensi_Restricted Boltzmann Machines for Fundus Image Reconstruction and Classification of Hypertension Retinopathy.pdf

Download (2MB) | Preview

Abstract

Conventionally classification of hypertensive retinopathy through analysis of fundus images by experts, but this method the results are highly dependent on the accuracy of observations and expert experience. In this study, we propose a fundus image reconstruction and Hypertensive retinopathy classification model using Restricted Boltzmann Machines (RBM), as well as the Messidor database that has been labeled as a dataset. The experimental results show that the performance of the model produces an accuracy level of 99.05% where the model can generalize image input into one of the nine classes of the severity of hypertension retinopathy.

Item Type: Article
Keywords: Restricted Boltzmann Machines, Fundus Image, Reconstruction, Classification, Hypertensive Retinopathy
Subjects: T Technology > T Technology (General)
Depositing User: Bambang Krismono Triwijoyo
Date Deposited: 20 Apr 2023 05:30
Last Modified: 20 Apr 2023 05:30
URI: http://repository.universitasbumigora.ac.id/id/eprint/2479

Actions (login required)

View Item View Item