Tempered Guided Diffusion uses annealed SMC to produce consistent particle approximations to the posterior for training-free conditional diffusion sampling, outperforming independent guided trajectories in experiments.
Denoising diffusion restoration models
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DICE integrates two-agent consensus equilibrium into diffusion model sampling to enforce both measurement consistency and generative image priors for improved sparse-view CT reconstruction.
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Tempered Guided Diffusion
Tempered Guided Diffusion uses annealed SMC to produce consistent particle approximations to the posterior for training-free conditional diffusion sampling, outperforming independent guided trajectories in experiments.