[KongchangAI]
Concept渐进耦合后验采样 / Progressive Coupled Posterior Sampling

PCPS

A diffusion posterior sampling method for low-overlap reconstruction in ptychography. It dynamically adjusts the guidance strength of the prior and measurement consistency with sampling steps, broadly exploring the solution space early and strengthening measurement constraints later, to compensate for the loss of measurement redundancy under low overlap.

Timeline (last 90 days)

Oct 30

The PCPS (progressive coupled posterior sampling) method proposed in the paper was tested on real X-ray ptychography data, covering different scan overlap settings.

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Oct 30

PCPS consistently improves reconstruction accuracy under multiple scan overlap conditions, outperforming traditional iterative methods and existing diffusion posterior samplers.

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Oct 30

PCPS's advantage is more pronounced in low-overlap (weak measurement constraint) scenarios.

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