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Muyu Liu

2 accepted papers

2026

Plug-and-Play Diffusion Meets ADMM: Dual-Variable Coupling for Robust Medical Image Reconstruction

ICML 2026poster

Plug-and-Play diffusion prior (PnPDP) frameworks have emerged as a powerful paradigm for solving imaging inverse problems by treating pretrained generative models as modular priors. However, we identify a critical flaw in prevailing PnP solvers (e.g., based on HQS or Proximal Gradient): they functio…

Cited by 0Source ↗Scholar ↗
2026

Resolving Blind Inverse Problems under Dynamic Range Compression via Structured Forward Operator Modeling

ICML 2026poster

Recovering radiometric fidelity from unknown dynamic range compression (UDRC), such as low-light enhancement and HDR reconstruction, is a challenging blind inverse problem, due to the unknown forward model and irreversible information loss introduced by compression. To address this challenge, we fir…

Cited by 0Source ↗Scholar ↗