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Haoran Zhang

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#diffusion models Open access Sep 2026

Diffusion reconstruction with validity masks and measurement consistency for low-frame structured illumination microscopy

Reducing the raw-frame budget of structured illumination microscopy (SIM) lowers exposure burden but weakens orientation–phase diversity and increases sensitivity to noise and model mismatch. We present acquisition-aware physics-guided diffusion for SIM (APD-SIM), which combines a protocol-specific conditional diffusio...

Junli Wu, Song Dawei, Haoran Zhang et al. · 0 citations

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