Journal of Informatics and Advanced Computing
Vol 4 No 2 (2023): Journal of Informatics and Advanced Computing (JIAC)

Analisis Gambar MRI Otak Untuk Mendeteksi Tumor Otak Menggunakan Algoritma CNN

Valliant Benvenuto Gianzurriell (Universitas Pancasila)
Ferdi Husnal (Unknown)
Fiky Ari Wijaya (Universitas Pancasila)
Fahmi Fauzi (Universitas Pancasila)
Iman Paryudi (Universitas Pancasila)
Ionia Veritawati (Universitas Pancasila)
Sri Rezeki Candra Nursari (Universitas Pancasila)



Article Info

Publish Date
15 Nov 2023

Abstract

Brain tumor disease is one of the deadliest diseases that can attack anyone without exception. This disease is characterized by the development of abnormal cells in human brain tissue is a sign of this disease. A digital image technology called Magnetic Resonance Imaging (MRI) can be used to detect these brain tumors. This technology is meant to help doctors identify and classify different types of brain tumors. An effective and accurate method is needed to perform MRI image classification as manual classification takes a long time and carries a high risk. One effective solution to this problem is Convolutional Neural Network (CNN). CNN is an algorithm that can learn itself from previous cases. The deep learning method, CNN with the VGG16 model, can be implemented as a solution to the problem. The process of making this system with the stages of making Image Detection, namely image acquisition, preprocessing, extraction, classification, and identification of image data. This study uses 3 datasets where each dataset has 1311 images of patient MRI results. The dataset is separated into 3 different data, namely train data, validation data, and test data. The results of testing these three datasets are able to identify the images tested into the system with a percentage accuracy of 99%.

Copyrights © 2023






Journal Info

Abbrev

jiac

Publisher

Subject

Computer Science & IT

Description

Journal of Informatics and Advanced Computing is a leading scientific publication platform that presents the latest and innovative research in the field of informatics and computing. This journal highlights the latest developments, practical applications, and significant impacts of computing ...