Deep learning enhanced FDG PET acquisition

Deep learning enhanced FDG PET acquisition: a true low dose ...

A true low injected activity (1/2 dose) acquisition of whole-body FDG PET images could be enhanced to a standard of care quality by deep learning method.

Performance Evaluation of a Deep Learning Model on FDG-PET ...

A deep learning model (RaDynPET) was applied to enhance the 2x and 4x accelerated scan data. These enhanced images, along with their fast scan ...

Clinical evaluation of deep learning-enhanced lymphoma pet ...

Clinical evaluation of deep learning-enhanced lymphoma pet imaging with accelerated acquisition ... FDG-PET/CT scans to facilitate the ...

Clinical evaluation of deep learning‐enhanced lymphoma pet ...

Images enhanced by the proposed DL method exhibited superior image quality (P < 0.001) in comparison to low-dose acquisition. Moreover, they ...

Performance of a deep learning enhancement method applied to ...

Material and methods: Thirty-seven subjects underwent clinical whole-body [18F]FDG PET/CT exams with an acquisition time of 1.5 min per bed ...

Performance of a deep learning enhancement method applied to ...

Material and methods: Thirty-seven subjects underwent clinical whole-body [18F]FDG PET/CT exams with an acquisition time of 1.5 min per bed position. PET images ...

Low-count whole-body PET with deep learning in a multicenter and ...

... enhancement algorithm enabled the acquisition of PET data ... FDG-PET/CT image acquisition protocols and methods for uptake quantification.

Empowering PET: harnessing deep learning for improved clinical ...

... PET data acquisition do not need to be learned from scratch. Image ... FDG PET/CT using an interpretable deep learning approach. Comput ...

Performance of a deep learning enhancement method applied to ...

Artificial intelligence-based PET denoising could allow a two-fold reduction in [F]FDG PET acquisition time in digital PET/CT. Eur J Nucl Med Mol Imaging ...

A deep learning model for generating [18F]FDG PET Images from ...

The details of the PET acquisition protocol are depicted in Supplementary Fig. ... FDG, while this increased to 39 subjects after applying ...

Deep learning-assisted PET imaging achieves fast scan/low-dose ...

... FDG PET/CT imaging with an acquisition of 180 s per bed ... Image enhancement of whole-body oncology [18F]-FDG PET scans using deep ...

Validation of Deep Learning–based Augmentation for Reduced 18 F ...

CNN enhancement of PET/MRI scans may enable 50% 18 F-FDG dose reduction with correct treatment response assessment of children and young adults with lymphoma.

The promise of artificial intelligence and deep learning in PET and ...

Moreover, decreasing the acquisition/scanning time increases scanners throughput and enhances ... Independent brain (18)F-FDG PET attenuation correction using a ...

Automated F18-FDG PET/CT image quality assessment using deep ...

To evaluate whether a machine learning classifier can evaluate image quality of maximum intensity projection (MIP) images from F18-FDG-PET ...

FDG PET scans using deep neural networks to reduce noise

To enhance the image quality of oncology [18F]-FDG PET scans acquired in shorter times and reconstructed by faster algorithms using deep ...

Performance of a deep learning enhancement method applied to ...

... deep learning enhancement method applied to PET images acquired ... FDG PET acquisition time in digital PET/CT. Article. Full-text available.

Investigating Simultaneity for Deep Learning–Enhanced Actual Ultra ...

Structural MR imaging was acquired simultaneously with PET (90–110 minutes postinjection) on integrated PET/MR imaging in 2 sessions. Multiple U ...

Deep Learning Denoising Improves and Homogenizes Patient [18F ...

... FDG PET Acquisition Time in Digital PET/CT. ... Post-Reconstruction Enhancement of [18F]FDG PET Images with a Convolutional Neural Network.

Applications of machine learning and deep learning in SPECT and ...

... enhance the quality of PET and SPECT images. ... Kawakami, et al. Predicting pathological highly invasive lung cancer from preoperative [18f] fdg pet/ct with ...

Artificial intelligence-based PET denoising could allow a two-fold ...

... FDG PET acquisition time in digital PET/CT. @article ... 2021. TLDR. Deep learning–based image enhancement models may allow a reduction ...