Article

A Dual-Path Transformer Framework for Robust Brain Tumor Classification Using Adaptive MRI Enhancement and Generative Data Balancing

2026-06-16

Abstract excerpt

<title>Abstract</title> <p>Brain tumor categorization through MRI has been proven to be difficult as tumors differ from person to person by varying shapes, sizes, and intensities. Most existing systems utilize CNN-based transfer learning techniques trained using natural images, resulting in decreased sensitivity to subtle medical properties. While numerous hybrid techniques have resulted in increased accuracies,...

Topics

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

Identifiers and source

Literature Corpus work: c78e91bf-0171-5498-bb5f-85bf7eea87ea
DOI: 10.21203/rs.3.rs-9822381/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Dual-Path Transformer Framework for Robust Brain Tumor Classification Using Adaptive MRI Enhancement and Generative Data BalancingDOI 10.21203/rs.3.rs-9822381/v1Read

Multimodal Brain Tumor Classification via Triple Fusion Attention and Transformer-Based Feature IntegrationSemantic proximity Read

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

Unlocking Magnetic Resonance Images Potential: Innovative Brain Tumor Classification via Transfer Learning and Convolutional Neural NetworksSemantic proximity Read

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

Dual-Stream Contrastive Latent Learning GAN for Brain Image Synthesis and Tumor ClassificationSemantic proximity Read

SCGAN-MultiJNet-Based Data Synthesis Algorithm for Multi-Modal MRI Brain Tumor ImagesSemantic proximity Read

CT-to-MRI Synthesis with Dual CycleGAN: Advancing Radiotherapy Planning in Brain Glioblastoma MultiformSemantic proximity Read

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

Enhancing pix2pix with Swin Transformer for Cross Modal Brain CT-MR synthesisSemantic proximity Read

A Novel Quad-Path GAN for Bidirectional Brain Image Translation Between CT and MRISemantic proximity Read

MRI transformer deep learning and radiomics for predicting IDH wild type TERT promoter mutant gliomasSemantic proximity Read