Article

Deep Neural Network-based Synthetic Image Digital Fluoroscopy Using Digitally Reconstructed Tomography

2023-05-10

Abstract excerpt

We developed a deep neural network (DNN) to generate X-ray flat panel detector (FPD) images from digitally reconstructed radiographic (DRR) images. FPD and treatment planning CT images were acquired from patients with prostate and head and neck (H&N) malignancies. The DNN parameters were optimized for FPD image) synthesis. The synthetic FPD images’ features were evaluated to compare to the corresponding ground-tru...

Topics

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

Identifiers and source

Literature Corpus work: abec9dc4-1bd0-5775-bdc0-6047fc1388c6
DOI: 10.21203/rs.3.rs-2450886/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep Neural Network-based Synthetic Image Digital Fluoroscopy Using Digitally Reconstructed TomographyDOI 10.21203/rs.3.rs-2450886/v1Read

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

Clinical performance of deep learning enhanced ultra-fast whole-body scintigraphy in patients with suspected malignancySemantic proximity Read

Convolutional Encoder-Decoder Networks for Volumetric Computed Tomography Surviews from Single- and Dual-View TopogramsSemantic proximity Read

Convolutional Encoder-Decoder Networks for Volumetric Computed Tomography Surviews from Single- and Dual-View TopogramsSemantic proximity Read

An Efficient Synthetic Data Generation Algorithm to Improve Efficacy of Deep Learning Models of Medical ImagesSemantic proximity Read

Improvement of Image Quality in Low-Count Bone Scintigraphy Using Deep LearningSemantic proximity Read

Lesion Synthesis for Robust Segmentation of Infected Lung Region on Small-Scale DataSemantic proximity Read

AI-based synthetic simulation CT generation from diagnostic CT for simulation-free workflow of spinal palliative radiotherapySemantic proximity Read

Synthetic 3D Spinal Vertebrae Reconstruction from Biplanar X-rays Utilizing Generative Adversarial NetworksSemantic proximity Read

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

Achieving Diagnostic-Quality Rapid PSMA PET Across Scanners and Tracers with a Generative Adversarial NetworkSemantic proximity Read

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