A Two-Branch Neural Network for Short-Axis PET Image Quality ...
WEBTo this end, we propose a novel two-branch network architecture with swin transformer units and graph convolution operation, namely SW-GCN. The proposed SW-GCN provides additional spatial- and channel-wise flexibility to handle different types of input …
A Two-Branch Neural Network for Short-Axis PET Image Quality ...
WEBThe axial field of view (FOV) is a key factor that affects the quality of PET images. Due to hardware FOV restrictions, conventional short-axis PET scanners with FOVs of 20 to 35 …
A Two-Branch Neural Network for Short-Axis PET Image Quality ...
WEBMar 22, 2023 · Standard-dose amyloid PET images can be synthesized from ultra-low-dose images using GAN by applying adversarial learning, feature matching, and task …
- Studies of A Two-Branch Neural Network for Short-Axis PET Image Quality Enhancement.
A Two-Branch Neural Network for Short-Axis PET Image Quality ...
WEBMar 22, 2023 · Positron emission tomography (PET) is a functional imaging modality widely used in clinical diagnosis. In this work, we trained a deep convolutional neural …
A Two-Branch Neural Network for Short-Axis PET Image Quality ...
WEBTo this end, we propose a novel two-branch network architecture with swin transformer units and graph convolution operation, namely SW-GCN. The proposed SW-GCN …
Short-axis PET image quality improvement based on a ... - Springer
WEBSep 6, 2023 · In this study, we demonstrated the feasibility of using total-body PET scanners to enhance the image quality of short-axis PET scanners through deep …
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WEBSciences has proposed a new method to elevate PET image quality, by using deep learning technology to optimize short-axis PET scanner images through high-quality …
WEBimage quality of short-axis devices by exploiting long-axis PET device images through deep learning methods. Recent research has demonstrated the possibility of total-body …
Enhancing PET image quality with deep learning - Medical Xpress
WEBSep 27, 2023 · Now, a research team led by Prof. Hu Zhanli from the Shenzhen Institute of Advanced Technology (SIAT) of the Chinese Academy of Sciences has proposed a new …
Enhancing PET Image Quality with Deep Learning
WEBSep 22, 2023 · In this study, the researchers used PET images from three anatomical locations (brain, lung, and abdomen) taken from 335 patients. Employing a well …
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