A deep learning reconstruction framework for low dose phase contrast computed tomography via inter-contrast enhancement
C Zhang, G Zhu, J Fu, G Zhao - Measurement, 2023 - Elsevier
Phase contrast computed tomography (PCCT) offers excellent imaging contrast on soft
tissue while it generate absorption, phase and dark-field contrast tomographic images. It has …
tissue while it generate absorption, phase and dark-field contrast tomographic images. It has …
Unsupervised/supervised hybrid deep learning framework for low dose phase contrast imaging
G Zhu, J Fu, F Zhao - Journal of physics: conference series, 2020 - iopscience.iop.org
X-ray phase contrast computed tomography (PCCT) has better imaging quality than
conventional attenuation X-ray CT and has demonstrated promising application prospects in …
conventional attenuation X-ray CT and has demonstrated promising application prospects in …
Learning from Projection to Reconstruction: A Deep Learning Reconstruction Framework for Sparse-View Phase Contrast Computed Tomography via Dual-Domain …
C Zhang, J Fu, G Zhao - Applied Sciences, 2023 - mdpi.com
Phase contrast computed tomography (PCCT) provides an effective non-destructive testing
tool for weak absorption objects. Limited by the phase stepping principle and radiation dose …
tool for weak absorption objects. Limited by the phase stepping principle and radiation dose …
Physics-informed deep neural network reconstruction framework for propagation-based x ray phase-contrast computed tomography with sparse-view projections
Propagation-based phase contrast computed tomography (PB-PCCT) is an effective
technique for three-dimensional visualization of weakly attenuating samples. However, the …
technique for three-dimensional visualization of weakly attenuating samples. However, the …
A deep learning reconstruction framework for differential phase-contrast computed tomography with incomplete data
J Fu, J Dong, F Zhao - IEEE Transactions on Image Processing, 2019 - ieeexplore.ieee.org
Differential phase-contrast computed tomography (DPC-CT) is a powerful analysis tool for
soft-tissue and low-atomic-number samples. Limited by the implementation conditions, DPC …
soft-tissue and low-atomic-number samples. Limited by the implementation conditions, DPC …
Dual-path deep learning reconstruction framework for propagation-based X-ray phase–contrast computed tomography with sparse-view projections
Propagation-based X-ray phase–contrast computed tomography (PB-PCCT) can serve as
an effective tool for studying organ function and pathologies. However, it usually suffers from …
an effective tool for studying organ function and pathologies. However, it usually suffers from …
Iterative phase contrast CT reconstruction with novel tomographic operator and data-driven prior
Breast cancer remains the most prevalent malignancy in women in many countries around
the world, thus calling for better imaging technologies to improve screening and diagnosis …
the world, thus calling for better imaging technologies to improve screening and diagnosis …
Machine learning assisted interior phase contrast CT
Phase-contrast computed tomography (CT) have advantages of analyzing low Z objects
such as polymer and soft tissue. Especially, X-ray grating interferometer CT is a practical …
such as polymer and soft tissue. Especially, X-ray grating interferometer CT is a practical …
Enhancing the X-ray differential phase contrast image quality with deep learning technique
Objective: The purpose of this work is to investigate the feasibility of using deep
convolutional neural network (CNN) to improve the image quality of a grating-based X-ray …
convolutional neural network (CNN) to improve the image quality of a grating-based X-ray …
Denoising Grating-Based Phase-Contrast Computed Tomography with Self-Supervised Deep Learning: A Comparative Study
To increase the detectability of breast cancer, recent efforts have been made in the field of
grating-based phase-contrast computed tomography, which provides additional information …
grating-based phase-contrast computed tomography, which provides additional information …