Article

Synthetic 3D Spinal Vertebrae Reconstruction from Biplanar X-rays Utilizing Generative Adversarial Networks

2023-10-18

Abstract excerpt

Computed tomography (CT) offers detailed insights into the internal anatomy of patients, partic-ularly for spinal vertebrae examination. However, CT scans are associated with higher radiation exposure and cost compared to conventional X-ray imaging. In this study, we applied a Genera-tive Adversarial Network (GAN) framework to reconstruct 3D spinal vertebrae structures from synthetic biplanar X-ray images, specifi...

Topics

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

Identifiers and source

Literature Corpus work: 9bf79f3f-ef64-54a3-ac6e-d6e393544306
DOI: 10.20944/preprints202310.1143.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Synthetic 3D Spinal Vertebrae Reconstruction from Biplanar X-rays Utilizing Generative Adversarial NetworksDOI 10.20944/preprints202310.1143.v1Read

Synthetic Lumbar fracture CT images from X-ray base on PR-GANSemantic proximity Read

Generative Adversarial Networks (GANs) for Medical Image Synthesis and Data AugmentationSemantic proximity Read

Brain MRI Technics Images Translation by Generative Adversarial NetworkSemantic proximity Read

Predicting cranial MRI anatomy from 3D optical surface scans using deep learning for radiation therapy treatment planningSemantic proximity Read

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

Transfer Learning using Generative Adversarial Networks for MRI Brain Image SegmentationSemantic proximity Read

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

Applications of Synthetic Data Integration for Deep Learning for Volumetric Analysis and Segmentation in Thoracic CT ImagingSemantic proximity Read

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

Cross-Modality Synthetic Data Augmentation using GANs: Enhancing Brain MRI and Chest X-ray ClassificationSemantic proximity Read

Diffused Multi-scale Generative Adversarial Network for low- dose PET images reconstructionSemantic proximity Read