Sparse2Noise: Low-dose synchrotron X-ray tomography without high-quality reference data

Computers in biology and medicine(2023)

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摘要
•Sparse2Noise doesn't need high-quality paired data for low-dose SR-CT imaging.•Sparse2Noise can efficiently remove noise and artifacts at the same time.•Sparse2Noise outperforms the state-of-the-art methods for low-dose SR-CT imaging.•Sparse2Noise generates high-quality images at 13–26 μm voxel size (∼0.5 Gy).
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关键词
Synchrotron radiation,Computed tomography,Radiation dose,3D reconstruction,Convolutional neural network
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