Article

GAN-Based Brain MRI-to-CT Image Synthesis: A Comparative Review of Cross-Modality Translation Methods

2026-07-29

Abstract excerpt

Magnetic Resonance Imaging (MRI) and Computed Tomography (CT) are complementary imaging modalities widely used for the diagnosis and treatment planning of brain tumors. While MRI provides superior soft-tissue contrast, CT supplies essential electron density information required for applications such as radiotherapy planning. However, acquiring both modal ities increases examination time, cost, and patient exposure...

Topics

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

Identifiers and source

Literature Corpus work: 40e9c58b-3625-503c-9bf1-8bad135e8c52
DOI: 10.20944/preprints202607.2088.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

GAN-Based Brain MRI-to-CT Image Synthesis: A Comparative Review of Cross-Modality Translation MethodsDOI 10.20944/preprints202607.2088.v1Read

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

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

Brain MRI Technics Images Translation by Generative Adversarial NetworkSemantic proximity Read

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

Comparative Evaluation of U-Net-Based Conditioned Diffusion Model and Cycle-GAN for Unpaired CT-MRI Brain Image Synthesis with XAI ValidationSemantic proximity Read

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

GUDA-Net: An End-to-End Domain Adaptation Network for Multi-Modal MRI SegmentationSemantic proximity Read

Deep-Learning-Based Generation of Synthetic High-Resolution MRI from Low-Resolution MRI for Use in Head and Neck Cancer Adaptive RadiotherapySemantic proximity Read

MRI-GAN: MRI and Tissues Transfer Using Generative Adversarial Networks<strong> </strong>Semantic proximity Read

Multi-contrast high-field quality image synthesis for portable low-field MRI using generative adversarial networks and paired dataSemantic proximity Read

Cross-modality image translation of 3 Tesla Magnetic Resonance Imaging to 7 Tesla using Generative Adversarial NetworksSemantic proximity Read

Synthetic computed tomography generation from multi-sequence magnetic resonance images for nasopharyngeal carcinoma treatment planning via cycle-consistent generative adversarial networkSemantic proximity Read