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PET-MRI: a review of challenges and solutions in the development of integrated multimodality imaging
The integration of positron emission tomography (PET) and magnetic resonance imaging
(MRI) has been an ongoing research topic for the last 20 years. This paper gives an …
(MRI) has been an ongoing research topic for the last 20 years. This paper gives an …
A review of deep-learning-based approaches for attenuation correction in positron emission tomography
JS Lee - IEEE Transactions on Radiation and Plasma Medical …, 2020 - ieeexplore.ieee.org
Attenuation correction (AC) is essential for the generation of artifact-free and quantitatively
accurate positron emission tomography (PET) images. PET AC based on computed …
accurate positron emission tomography (PET) images. PET AC based on computed …
Ea-GANs: edge-aware generative adversarial networks for cross-modality MR image synthesis
Magnetic resonance (MR) imaging is a widely used medical imaging protocol that can be
configured to provide different contrasts between the tissues in human body. By setting …
configured to provide different contrasts between the tissues in human body. By setting …
Unsupervised MR-to-CT synthesis using structure-constrained CycleGAN
Synthesizing a CT image from an available MR image has recently emerged as a key goal
in radiotherapy treatment planning for cancer patients. CycleGANs have achieved promising …
in radiotherapy treatment planning for cancer patients. CycleGANs have achieved promising …
Unpaired brain MR-to-CT synthesis using a structure-constrained CycleGAN
The cycleGAN is becoming an influential method in medical image synthesis. However, due
to a lack of direct constraints between input and synthetic images, the cycleGAN cannot …
to a lack of direct constraints between input and synthetic images, the cycleGAN cannot …
Deep learning-based attenuation correction in the absence of structural information for whole-body positron emission tomography imaging
Deriving accurate structural maps for attenuation correction (AC) of whole-body positron
emission tomography (PET) remains challenging. Common problems include truncation …
emission tomography (PET) remains challenging. Common problems include truncation …
Synthetic CT generation from non-attenuation corrected PET images for whole-body PET imaging
Attenuation correction (AC) of PET/MRI faces challenges including inter-scan motion, image
artifacts such as truncation and distortion, and erroneous transformation of structural voxel …
artifacts such as truncation and distortion, and erroneous transformation of structural voxel …
Zero-echo-time and Dixon deep pseudo-CT (ZeDD CT): direct generation of pseudo-CT images for pelvic PET/MRI attenuation correction using deep convolutional …
Accurate quantification of uptake on PET images depends on accurate attenuation
correction in reconstruction. Current MR-based attenuation correction methods for body PET …
correction in reconstruction. Current MR-based attenuation correction methods for body PET …
A new deep convolutional neural network design with efficient learning capability: Application to CT image synthesis from MRI
Purpose Despite the proven utility of multiparametric magnetic resonance imaging (MRI) in
radiation therapy, MRI‐guided radiation treatment planning is limited by the fact that MRI …
radiation therapy, MRI‐guided radiation treatment planning is limited by the fact that MRI …
MRI for attenuation correction in PET: methods and challenges
G Wagenknecht, HJ Kaiser, FM Mottaghy… - … resonance materials in …, 2013 - Springer
In current combined PET/MR systems, PET attenuation correction is based on MRI, since the
small bore inside MRI systems and the strong magnetic field do not permit a rotating PET …
small bore inside MRI systems and the strong magnetic field do not permit a rotating PET …