[HTML][HTML] The promise of artificial intelligence and deep learning in PET and SPECT imaging

H Arabi, A AkhavanAllaf, A Sanaat, I Shiri, H Zaidi - Physica Medica, 2021 - Elsevier
This review sets out to discuss the foremost applications of artificial intelligence (AI),
particularly deep learning (DL) algorithms, in single-photon emission computed tomography …

Deep learning-based image reconstruction and post-processing methods in positron emission tomography for low-dose imaging and resolution enhancement

CD Pain, GF Egan, Z Chen - European Journal of Nuclear Medicine and …, 2022 - Springer
Image processing plays a crucial role in maximising diagnostic quality of positron emission
tomography (PET) images. Recently, deep learning methods developed across many fields …

A review on AI in PET imaging

K Matsubara, M Ibaraki, M Nemoto, H Watabe… - Annals of Nuclear …, 2022 - Springer
Artificial intelligence (AI) has been applied to various medical imaging tasks, such as
computer-aided diagnosis. Specifically, deep learning techniques such as convolutional …

Image enhancement of whole-body oncology [18F]-FDG PET scans using deep neural networks to reduce noise

A Mehranian, SD Wollenweber, MD Walker… - European journal of …, 2022 - Springer
Purpose To enhance the image quality of oncology [18F]-FDG PET scans acquired in
shorter times and reconstructed by faster algorithms using deep neural networks. Methods …

[HTML][HTML] Applications of artificial intelligence in nuclear medicine image generation

Z Cheng, J Wen, G Huang, J Yan - Quantitative Imaging in …, 2021 - ncbi.nlm.nih.gov
Recently, the application of artificial intelligence (AI) in medical imaging (including nuclear
medicine imaging) has rapidly developed. Most AI applications in nuclear medicine imaging …

Deep learning-based PET image denoising and reconstruction: a review

F Hashimoto, Y Onishi, K Ote, H Tashima… - … physics and technology, 2024 - Springer
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 image reconstruction in PET: from filtered back-projection to artificial intelligence

K Gong, K Kim, J Cui, D Wu, Q Li - PET clinics, 2021 - pet.theclinics.com
PET is a nuclear-medicine imaging technique that can provide functional images revealing
physiologic processes in vivo. By providing a quantitative measurement of the tracer uptake …

State-of-the-art challenges and emerging technologies in radiation detection for nuclear medicine imaging: A review

E Enlow, S Abbaszadeh - Frontiers in Physics, 2023 - frontiersin.org
Single photon emission computed tomography (SPECT) and positron emission tomography
(PET) are established medical imaging modalities that have been implemented for decades …

Fully 3D implementation of the end-to-end deep image prior-based PET image reconstruction using block iterative algorithm

F Hashimoto, Y Onishi, K Ote, H Tashima… - Physics in Medicine & …, 2023 - iopscience.iop.org
Objective. Deep image prior (DIP) has recently attracted attention owing to its unsupervised
positron emission tomography (PET) image reconstruction method, which does not require …

Deep-learning-based fast TOF-PET image reconstruction using direction information

K Ote, F Hashimoto - Radiological Physics and Technology, 2022 - Springer
Although deep learning for application in positron emission tomography (PET) image
reconstruction has attracted the attention of researchers, the image quality must be further …