Methods › Computer Vision › Image Restoration Models › NAFNet
Nonlinear Activation Free Network
NAFNet
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The archive carries no description for this method.
Papers archive 2025-07-28
13 shown of 13, 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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Optimal Weighted Convolution for Classification and Denosing 30 May 2025 · 2 repositories · arXiv:2505.24558
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UNet--: Memory-Efficient and Feature-Enhanced Network Architecture based on U-Net with Reduced Skip-Connections 24 Dec 2024 · 0 repositories · arXiv:2412.18276
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ConStyle v2: A Strong Prompter for All-in-One Image Restoration 26 Jun 2024 · 1 repository · arXiv:2406.18242
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IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer 24 Feb 2024 · 1 repository · arXiv:2402.15784
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On the unreasonable vulnerability of transformers for image restoration -- and an easy fix 25 Jul 2023 · 0 repositories · arXiv:2307.13856
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Towards Real-Time 4K Image Super-Resolution 1 Jun 2023 · 2 repositories
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Image Deblurring by Exploring In-depth Properties of Transformer 24 Mar 2023 · 1 repository · arXiv:2303.15198
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Perceptual Image Enhancement for Smartphone Real-Time Applications 24 Oct 2022 · 1 repository · arXiv:2210.13552
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Reversed Image Signal Processing and RAW Reconstruction. AIM 2022 Challenge Report 20 Oct 2022 · 1 repository · arXiv:2210.11153
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Multi-Outputs Is All You Need For Deblur 27 Aug 2022 · 1 repository · arXiv:2208.13029
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SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing 20 Aug 2022 · 1 repository · arXiv:2208.09703Syntology ran 6 of 11 samples · 5 unverified · 11 pointer-only (licence)
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NAFSSR: Stereo Image Super-Resolution Using NAFNet 19 Apr 2022 · 5 repositories · arXiv:2204.08714
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Simple Baselines for Image Restoration 10 Apr 2022 · 13 repositories · arXiv:2204.04676Syntology ran 23 of 30 samples · 7 unverified · 17 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 28 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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