Article

Optimizing YOLOv8 for Enhanced Medical Image Analysis: A Deep Learning Approach to Brain Tumor Detection

2025-11-18

Abstract excerpt

This study presents a comprehensive optimization of the YOLOv8 architecture for enhanced brain tumor detection in magnetic resonance imaging (MRI) data, aiming to improve both accuracy and efficiency in medical image analysis. To ensure compatibility with input data characteristics, the model's input layer was resized to 256×256 pixels prior to training and testing. The dataset, comprising approximately 7,000 MRI...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 7de0b490-bfef-5bd6-9d32-5942b260b489
DOI: 10.22541/au.176348791.17841078/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Optimizing YOLOv8 for Enhanced Medical Image Analysis: A Deep Learning Approach to Brain Tumor DetectionDOI 10.22541/au.176348791.17841078/v1Read

YOLO-LS: A Novel Deep Learning Framework for Brain Tumor Segmentation in Magnetic Resonance ImagingSemantic proximity Read

A New Hybrid Method for Brain Tumor Detection Based on Deep LearningSemantic proximity Read

Recent Advancements in Grad-CAM and variants: Enhancing Brain Tumor Detection, Segmentation, and ClassificationSemantic proximity Read

Next-Gen ST-CNN: A Lightweight Spatiotemporal Deep Learning Model for Accurate and Fast Brain Tumor DetectionSemantic proximity Read

NeuroInsight: A Revolutionary Self-Adaptive Framework for Precise Brain Tumor Classification in Medical ImagingUsing Adaptive Deep LearningSemantic proximity Read

Brain Cancer, MRI, Deep Learning, Generalization, Overfitting, Image ClassificationSemantic proximity Read

An Explainable SSL-Based Model for Robust Multi-Class Brain Tumor Classification from MRI ImagesSemantic proximity Read

MRICombo: a deep-learning-based framework for universal volume segmentation, grading-staging, and malignancy detection across heterogeneous MRISemantic proximity Read

Transfer Learning for Brain Tumor MRI Classification Using VGG16: A Comparative and Explainable AI ApproachSemantic proximity Read

GlioVision: A Multi-Modal MRI Framework for Non-Invasive Glioma Molecular Biomarkers PredictionSemantic proximity Read

SIENNA: Generalizable Lightweight Machine Learning Platform for Brain Tumor DiagnosticsSemantic proximity Read

HNMD-CNN: A Hierarchical Narrowing Multi-Deep Convolutional Neural Network for Precision Glioma Classification in 3D MRI ImagesSemantic proximity Read