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
|
Text
SimilarityCheck_Restricted Boltzmann Machines-.pdf Download (3MB) | Preview |
|
|
Text
Bukti Pendukung_Restricted Boltzmann Machines-.pdf Download (1MB) | 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 |