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Deep learning-based PET image denoising and reconstruction: a review
This review focuses on positron emission tomography (PET) imaging algorithms and traces
the evolution of PET image reconstruction methods. First, we provide an overview of …
the evolution of PET image reconstruction methods. First, we provide an overview of …
A review of cancer data fusion methods based on deep learning
With advancements in modern medical technology, an increasing amount of cancer-related
information can be acquired through various means, such as genomics, proteomics …
information can be acquired through various means, such as genomics, proteomics …
A review on low-dose emission tomography post-reconstruction denoising with neural network approaches
Low-dose emission tomography (ET) plays a crucial role in medical imaging, enabling the
acquisition of functional information for various biological processes while minimizing the …
acquisition of functional information for various biological processes while minimizing the …
MPGAN: multi pareto generative adversarial network for the denoising and quantitative analysis of low-dose PET images of human brain
Positron emission tomography (PET) imaging is widely used in medical imaging for
analyzing neurological disorders and related brain diseases. Usually, full-dose imaging for …
analyzing neurological disorders and related brain diseases. Usually, full-dose imaging for …
Intelligent ultrafast total-body PET for sedation-free pediatric [18F]FDG imaging
Purpose This study aims to develop deep learning techniques on total-body PET to bolster
the feasibility of sedation-free pediatric PET imaging. Methods A deformable 3D U-Net was …
the feasibility of sedation-free pediatric PET imaging. Methods A deformable 3D U-Net was …
Self-supervised deep learning for joint 3D low-dose PET/CT image denoising
Deep learning (DL)-based denoising of low-dose positron emission tomography (LDPET)
and low-dose computed tomography (LDCT) has been widely explored. However, previous …
and low-dose computed tomography (LDCT) has been widely explored. However, previous …
A progressive growing generative adversarial network composed of enhanced style-consistent modulation for fetal ultrasound four-chamber view editing synthesis
Fetal ultrasound (US) four-chamber (FC) views are essential in diagnosing congenital heart
defects (CHD). Gathering a sufficient number of diverse and high-quality fetal US FC views …
defects (CHD). Gathering a sufficient number of diverse and high-quality fetal US FC views …
Deep learning-based techniques for estimating high-quality full-dose positron emission tomography images from low-dose scans: a systematic review
This systematic review aimed to evaluate the potential of deep learning algorithms for
converting low-dose Positron Emission Tomography (PET) images to full-dose PET images …
converting low-dose Positron Emission Tomography (PET) images to full-dose PET images …
[HTML][HTML] Recent Breakthroughs in PET-CT Multimodality Imaging: Innovations and Clinical Impact
This review presents a detailed examination of the most recent advancements in positron
emission tomography–computed tomography (PET-CT) multimodal imaging over the past …
emission tomography–computed tomography (PET-CT) multimodal imaging over the past …
PET Image Denoising Based on 3D Denoising Diffusion Probabilistic Model: Evaluations on Total-Body Datasets
Due to various physical degradation factors and limited photon counts detected, obtaining
high-quality images from low-dose Positron emission tomography (PET) scans is …
high-quality images from low-dose Positron emission tomography (PET) scans is …