IEEE

Automated Segmentation and Classification of Brain Magnetic Resonance Images for Brain Tumor Diagnosis Based on Deep Learning

Abstract: Accurate segmentation and classification of brain tumors from Magnetic Resonance Imaging (MRI) are critical for effective diagnosis and treatment planning. This paper proposes a novel ...
IEEE

Brain MRI Classification Using Deep Learning Algorithm

Deep learning methods have shown transformative capacity in the basic problem of MRI scan-based brain tumor classification in medical diagnosis. This paper proposes a full framework to categorize ...
Frontiers

AI-assisted MRI segmentation analysis of brain region volume alterations in Parkinson’s disease

Objectives: By employing deep learning-based automatic whole-brain region segmentation technology, we aim to investigate the cross-sectional associations between regional brain volumes and disease ...
Frontiers

A novel MRI-based deep learning–radiomics framework for evaluating cerebrospinal fluid signal in central nervous system infection

Introduction: Accurate and timely diagnosis of central nervous system infections (CNSIs) is critical, yet current gold-standard techniques like lumbar puncture (LP) remain invasive and prone to delay.
Scientific Research Publishing

Zhu, Z., He, X., Qi, G., Li, Y., Cong, B. and Liu, Y. (2023) Brain Tumor Segmentation Based on the Fusion of Deep Semantics and Edge Information in Multimodal MRI. Information ...

ABSTRACT: Brain tumor segmentation is a vital step in diagnosis, treatment planning, and prognosis in neuro-oncology. In recent years, deep learning approaches have revolutionized this field, evolving ...
Scientific Research Publishing

From U-Net to Swin-Unet Transformers: The Next-Generation Advances in Brain Tumor Segmentation with Deep Learning ()

Brain tumor segmentation is a vital step in diagnosis, treatment planning, and prognosis in neuro-oncology. In recent years, deep learning approaches have revolutionized this field, evolving from the ...
GitHub

brain-tumor-detection

This repository is the official code for the paper "Enhanced MRI Brain Tumor Detection and Classification via Topological Data Analysis and Low-Rank Tensor Decomposition" by Serena Grazia De ...