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Open access Aug 2026

MPISuperRes-PnP: a super-resolution zero-shot plug-and-play reconstruction algorithm for magnetic particle imaging.

A super-resolution method for MPI based on a plug-and-play approach using a pre-trained denoiser in zero-shot fashion that incorporates benefits of deep learning without training and avoids the need of training data is derived.

Vladyslav Gapyak, T. März, Andreas Weinmann · 0 citations
Open access Aug 2026

Filter-Free Two-Stage Reconstruction for Low-Dose CT Across Regular and Irregular Sparse-Angle Sampling

This work proposes backprojection or a small number of Landweber iterations as the initial reconstruction, followed by a fine-tuned DRUNet model, referred to as BP-DRUNet and Landweber-DRUNet, respectively, and investigates how two-stage methods can be adapted for cases where implementing explicit filters is difficult,...

Tim Selig, Patrick Bauer, T. März et al. · 0 citations

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