Single Image Deblurring

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Most implemented papers archive 2025-07-28

18 shown of 18 papers with code (35 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Rethinking Coarse-to-Fine Approach in Single Image Deblurring
  11 Aug 2021 4 repositories listed Syntology ran 1 of 9 samples · 8 unverified · 6 pointer-only (licence)
  Coarse-to-fine strategies have been extensively used for the architecture design of single image deblurring networks.
• Scale-recurrent Network for Deep Image Deblurring
  6 Feb 2018 4 repositories listed
  In single image deblurring, the "coarse-to-fine" scheme, i.
• Improving Image Restoration by Revisiting Global Information Aggregation
  8 Dec 2021 3 repositories listed
  Our TLC converts global operations to local ones only during inference so that they aggregate features within local spatial regions rather than the entire large images.
• NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results
  16 Apr 2025 1 repository listed
  This paper presents an overview of NTIRE 2025 the First Challenge on Event-Based Image Deblurring, detailing the proposed methodologies and corresponding results.
• One-Step Diffusion Model for Image Motion-Deblurring
  9 Mar 2025 1 repository listed
  In this paper, we conduct an in-depth exploration of diffusion models in deblurring and propose a one-step diffusion model for deblurring (OSDD), a novel framework that reduces the denoising process to a single step,…
• BeSplat: Gaussian Splatting from a Single Blurry Image and Event Stream
  26 Dec 2024 1 repository listed
  In this work (BeSplat), we demonstrate the recovery of sharp radiance field (Gaussian splats) from a single motion-blurred image and its corresponding event stream.
• CascadedGaze: Efficiency in Global Context Extraction for Image Restoration
  26 Jan 2024 1 repository listed Syntology ran 10 of 11 samples · 1 unverified
  Image restoration tasks traditionally rely on convolutional neural networks.
• A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the Wild
  12 Jan 2023 1 repository listed
  We instead propose a unified framework for event-based frame interpolation that performs deblurring ad-hoc and thus works both on sharp and blurry input videos.
• Continuous Facial Motion Deblurring
  14 Jul 2022 1 repository listed
  We introduce a novel framework for continuous facial motion deblurring that restores the continuous sharp moment latent in a single motion-blurred face image via a moment control factor.
• MSSNet: Multi-Scale-Stage Network for Single Image Deblurring
  19 Feb 2022 1 repository listed
  Based on the analysis, we propose Multi-Scale-Stage Network (MSSNet), a novel deep learning-based approach to single image deblurring that adopts our remedies to the defects.
• XYDeblur: Divide and Conquer for Single Image Deblurring
  1 Jan 2022 1 repository listed
  Many convolutional neural networks (CNNs) for single image deblurring employ a U-Net structure to estimate latent sharp images.
• Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning
  11 Aug 2021 1 repository listed
  Specifically, we show that jointly learning to predict the two DP views from a single blurry input image improves the network's ability to learn to deblur the image.
• Self-Supervised Linear Motion Deblurring
  10 Feb 2020 1 repository listed
  Motion blurry images challenge many computer vision algorithms, e.
• Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training
  18 Nov 2019 1 repository listed
  Multi-scale (MS) approaches have been widely investigated for blind single image / video deblurring that sequentially recovers deblurred images in low spatial scale first and then in high spatial scale later with the…
• Unsupervised Domain-Specific Deblurring via Disentangled Representations
  5 Mar 2019 1 repository listed
  Image deblurring aims to restore the latent sharp images from the corresponding blurred ones.
• Bringing Alive Blurred Moments
  9 Apr 2018 1 repository listed
  This network extracts embedded motion information from the blurred image to generate a sharp video in conjunction with the trained recurrent video decoder.
• Deep Video Deblurring for Hand-Held Cameras
  1 Jul 2017 1 repository listed
  We show that the features learned from this dataset extend to deblurring motion blur that arises due to camera shake in a wide range of videos, and compare the quality of results to a number of other baselines.
• Deep Video Deblurring
  25 Nov 2016 1 repository listed
  We show that the features learned from this dataset extend to deblurring motion blur that arises due to camera shake in a wide range of videos, and compare the quality of results to a number of other baselines.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.