Brain tumors require rapid and accurate diagnosis, while manual segmentation of Magnetic Resonance Imaging (MRI) scans is time-consuming and highly dependent on expert knowledge. This study compares the performance of two deep learning architectures for brain tumor segmentation, namely 3D U-Net and Swin UNETR, trained and validated using the BraTS dataset and evaluated on unseen cases. Model pe…
Brain tumor cells can be identified by applying image segmentation techniques using Convolutional Neural Network (CNN). The CNN architecture that is often used in 3-dimensional image segmentation is 3D U-Net. In this study, the implementation of 3D U-Net Inception architecture was carried out which is a modification of 3D U-Net and Inception architecture for brain tumor cell segmentation on bra…
Backgrounds: Glioma is a primary brain tumor that occurs in the central nervous system. Magnetic Resonance Imaging (MRI) is the most sensitive medical imaging procedure for diagnosing brain tumors. The objective of this research is to investigate the imaging characteristics using MRI in glioma cases at Dr. Mohammad Hoesin General Hospital Palembang during the period of 2021–2023. Method: This…
Background. Brain tumor is defined as the uncontrolled proliferation of brain cells. Brain tumor can be classified as primary/secondary and can be categorized as benign/malignant regarding to its severity. The development of brain tumor can be induced by several factors, such as the long-term usage of hormonal contraceptives. A study has proven that there is approximately twelvefold increase in…
Latar belakang. Meningioma adalah salah satu jenis tumor otak yang paling sering ditemui. Penelitian ini bertujuan untuk memberikan gambaran tentang karakteristik pasien Meningioma di RSUP Dr. Mohammad Hoesin Palembang. Metode. Penelitian ini menggunakan jenis penelitian observasional deskriptif dengan desain penelitian cross sectional. Hasil. Meningioma paling banyak didiagnosis pada kelompok …
Background: Brain tumors account for about 85-90% of all cancers of the central nervous system. The incidence of brain tumors is 10-17 per 100.000 per person for intracranial tumors and 1-2 per 100.000 per person for intraspinal tumors. Brain tumors have slightly different characteristics from tumors that grow elsewhere. There is no premalignant or in situ stage. For example, benign glial tumor…