Methods › Computer Vision › Image Restoration Models › MPRNet
MPRNet
Introduced by Syed Waqas Zamir et al. in Multi-Stage Progressive Image Restoration
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
MPRNet is a multi-stage progressive image restoration architecture that progressively learns restoration functions for the degraded inputs, thereby breaking down the overall recovery process into more manageable steps. Specifically, the model first learns the contextualized features using encoder-decoder architectures and later combines them with a high-resolution branch that retains local information. At each stage, a per-pixel adaptive design is introduced that leverages in-situ supervised attention to reweight the local features.
Papers archive 2025-07-28
3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Solving the inverse problem of microscopy deconvolution with a residual Beylkin-Coifman-Rokhlin neural network 3 Jul 2024 · 1 repository · arXiv:2407.03239
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Flare7K: A Phenomenological Nighttime Flare Removal Dataset 12 Oct 2022 · 1 repository · arXiv:2210.06570
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Multi-Stage Progressive Image Restoration 4 Feb 2021 · 8 repositories · arXiv:2102.02808Syntology ran 18 of 26 samples · 8 unverified · 25 pointer-only (licence)
Tasks archive 2025-07-28
11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Deblurring | 1 |
| Decoder | 1 |
| Denoising | 1 |
| Flare Removal | 1 |
| Image Deblurring | 1 |
| Image Denoising | 1 |
| Image Restoration | 1 |
| Rain Removal | 1 |
| SSIM | 1 |
| Single Image Deraining | 1 |
| Spectral Reconstruction | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections