Video Deblurring

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 42 papers with code (84 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.

• DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better
  10 Aug 2019 6 repositories listed
  We present a new end-to-end generative adversarial network (GAN) for single image motion deblurring, named DeblurGAN-v2, which considerably boosts state-of-the-art deblurring efficiency, quality, and flexibility.
• 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.
• Efficient Video Deblurring Guided by Motion Magnitude
  27 Jul 2022 2 repositories listed Syntology ran 15 of 18 samples · 3 unverified · 1 pointer-only (licence)
  Video deblurring is a highly under-constrained problem due to the spatially and temporally varying blur.
• Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes
  23 Aug 2021 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  To alleviate this problem, we propose two novel approaches to deblur videos by effectively aggregating information from multiple video frames.
• Quantile-Based Randomized Kaczmarz for Corrupted Tensor Linear Systems
  23 Mar 2025 1 repository listed
  We extend the Kaczmarz method, a popular iterative algorithm for solving large linear systems, to develop a Quantile Tensor Randomized Kaczmarz (QTRK) method robust to large, sparse corruptions in the observations ℬ.
• Video Deblurring by Sharpness Prior Detection and Edge Information
  21 Jan 2025 1 repository listed
  Video deblurring is essential task for autonomous driving, facial recognition, and security surveillance.
• Adaptive High-Pass Kernel Prediction for Efficient Video Deblurring
  2 Dec 2024 1 repository listed
  State-of-the-art video deblurring methods use deep network architectures to recover sharpened video frames.
• Learning Truncated Causal History Model for Video Restoration
  4 Oct 2024 1 repository listed Syntology ran 7 of 12 samples · 5 unverified
  In this work, we propose TURTLE to learn the truncated causal history model for efficient and high-performing video restoration.
• DAVIDE: Depth-Aware Video Deblurring
  2 Sep 2024 1 repository listed Syntology ran 10 of 12 samples · 2 unverified
  In this work, we introduce the 'Depth-Aware VIdeo DEblurring' (DAVIDE) dataset to study the impact of depth information in video deblurring.
• CMTA: Cross-Modal Temporal Alignment for Event-guided Video Deblurring
  27 Aug 2024 1 repository listed
  To address this limitation, we aim to solve the video deblurring task by leveraging an event camera with micro-second temporal resolution.
• Rethinking Video Deblurring with Wavelet-Aware Dynamic Transformer and Diffusion Model
  24 Aug 2024 1 repository listed Syntology ran 3 of 6 samples · 3 unverified
  Since Diffusion Models (DMs) have strong capabilities in generating high-frequency details, we consider introducing DMs into the video deblurring task.
• Domain-adaptive Video Deblurring via Test-time Blurring
  12 Jul 2024 1 repository listed Syntology ran 22 of 24 samples · 2 unverified · 24 pointer-only (licence)
  Next, we utilize a blurring model to produce blurred images based on the pseudo-sharp images extracted during testing.
• Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring
  11 Jun 2024 1 repository listed Syntology ran 10 of 17 samples · 7 unverified · 17 pointer-only (licence)
  Specifically, BSSTNet (1) uses a longer temporal window in the transformer, leveraging information from more distant frames to restore the blurry pixels in the current frame.
• ViStripformer: A Token-Efficient Transformer for Versatile Video Restoration
  22 Dec 2023 1 repository listed
  Besides, ViStripformer is an effective and efficient transformer architecture with much lower memory usage than the vanilla transformer.
• Aggregating Nearest Sharp Features via Hybrid Transformers for Video Deblurring
  13 Sep 2023 1 repository listed
  To aggregate nearest sharp features from detected sharp frames, we utilize a global Transformer with multi-scale matching capability.
• HyperCUT: Video Sequence from a Single Blurry Image using Unsupervised Ordering
  4 Apr 2023 1 repository listed
  We consider the challenging task of training models for image-to-video deblurring, which aims to recover a sequence of sharp images corresponding to a given blurry image input.
• Deep Discriminative Spatial and Temporal Network for Efficient Video Deblurring
  1 Jan 2023 1 repository listed
  In contrast to existing methods that directly align adjacent frames without discrimination, we develop a deep discriminative spatial and temporal network to facilitate the spatial and temporal feature exploration for…
• Towards Real-World Video Deblurring by Exploring Blur Formation Process
  28 Aug 2022 1 repository listed
  We believe the novel realistic synthesis pipeline and the corresponding RAW video dataset can help the community to easily construct customized blur datasets to improve real-world video deblurring performance largely,…
• Spatio-Temporal Deformable Attention Network for Video Deblurring
  22 Jul 2022 1 repository listed Syntology ran 7 of 12 samples · 5 unverified
  The key success factor of the video deblurring methods is to compensate for the blurry pixels of the mid-frame with the sharp pixels of the adjacent video frames.
• Towards Interpretable Video Super-Resolution via Alternating Optimization
  21 Jul 2022 1 repository listed
  These issues can be alleviated by a cascade of three separate sub-tasks, including video deblurring, frame interpolation, and super-resolution, which, however, would fail to capture the spatial and temporal correlations…
• 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.
• A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift
  22 Jun 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  In this study, we propose a simple yet effective framework for video restoration.
• Real-Time Video Deblurring via Lightweight Motion Compensation
  25 May 2022 1 repository listed
  While motion compensation greatly improves video deblurring quality, separately performing motion compensation and video deblurring demands huge computational overhead.
• Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration
  20 May 2022 1 repository listed
  On the other hand, we equip the sequence-to-sequence model with an unsupervised optical flow estimator to maximize its potential.
• VDTR: Video Deblurring with Transformer
  17 Apr 2022 1 repository listed
  For multi-frame temporal modeling, we adapt Transformer to fuse multiple spatial features efficiently.
• On the Generalization of BasicVSR++ to Video Deblurring and Denoising
  11 Apr 2022 1 repository listed
  The exploitation of long-term information has been a long-standing problem in video restoration.
• Multi-Scale Memory-Based Video Deblurring
  6 Apr 2022 1 repository listed Syntology ran 5 of 13 samples · 8 unverified
  Video deblurring has achieved remarkable progress thanks to the success of deep neural networks.
• VRT: A Video Restoration Transformer
  28 Jan 2022 1 repository listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Besides, parallel warping is used to further fuse information from neighboring frames by parallel feature warping.
• Flow-Guided Sparse Transformer for Video Deblurring
  6 Jan 2022 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Exploiting similar and sharper scene patches in spatio-temporal neighborhoods is critical for video deblurring.
• Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring
  9 Dec 2021 1 repository listed Syntology ran 12 of 14 samples · 2 unverified · 14 pointer-only (licence)
  Instead of estimating alignment information, we propose a simple and effective deep Recurrent Neural Network with Multi-scale Bi-directional Propagation (RNN-MBP) to effectively propagate and gather the information from…

Syntology lines on 13 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.