Abstract: Highlights•A novel unpaired learning-based strategy for low-dose CT reconstruction.•A GAN-based DeProjNet for building clean-noisy training pairs.•A global-path and local-path discriminator for learning noise distribution.•A physics-based content-fidelity loss for avoiding the content deformation.
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