#plug-and-play News & Analysis

2 articles tagged with #plug-and-play. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AIBullisharXiv – CS AI · Apr 147/10

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PnP-CM: Consistency Models as Plug-and-Play Priors for Inverse Problems

Researchers introduce PnP-CM, a new method that reformulates consistency models as proximal operators within plug-and-play frameworks for solving inverse problems. The approach achieves high-quality image reconstructions with minimal neural function evaluations (4 NFEs), demonstrating practical efficiency gains over existing consistency model solvers and marking the first application of CMs to MRI data.

AINeutralarXiv – CS AI · 4d ago5/10

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Gradient Step Plug-and-Play Model for Dental Cone-Beam CT Reconstruction

Researchers have developed a gradient-step plug-and-play algorithm that uses a trained denoiser model to reduce photon noise in dental cone-beam CT reconstructions. The method combines inverse problem formulation with machine learning, demonstrating effective denoising on synthetic data and promising generalization to real-world dental imaging applications.