Video Restoration

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 42 papers with code (99 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.

• EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
  7 May 2019 11 repositories listed Syntology ran 5 of 19 samples · 14 unverified
  In this work, we propose a novel Video Restoration framework with Enhanced Deformable networks, termed EDVR, to address these challenges.
• Recurrent Video Restoration Transformer with Guided Deformable Attention
  5 Jun 2022 4 repositories listed Syntology ran 7 of 14 samples · 7 unverified · 5 pointer-only (licence)
  Specifically, RVRT divides the video into multiple clips and uses the previously inferred clip feature to estimate the subsequent clip feature.
• BasicVSR++: Improving Video Super-Resolution with Enhanced Propagation and Alignment
  27 Apr 2021 3 repositories listed
  We show that by empowering the recurrent framework with the enhanced propagation and alignment, one can exploit spatiotemporal information across misaligned video frames more effectively.
• Reference-based Restoration of Digitized Analog Videotapes
  20 Oct 2023 2 repositories listed
  We design a transformer-based Swin-UNet network that exploits both neighboring and reference frames via our Multi-Reference Spatial Feature Fusion (MRSFF) blocks.
• Progressive Training of A Two-Stage Framework for Video Restoration
  21 Apr 2022 2 repositories listed
  As a widely studied task, video restoration aims to enhance the quality of the videos with multiple potential degradations, such as noises, blurs and compression artifacts.
• Plug-and-Play Linear Attention for Pre-trained Image and Video Restoration Models
  10 Jun 2025 1 repository listed
  We propose PnP-Nystra, a Nystr\"om based linear approximation of self-attention, developed as a plug-and-play (PnP) module that can be integrated into the pre-trained image and video restoration models without…
• Zero-to-Hero: Zero-Shot Initialization Empowering Reference-Based Video Appearance Editing
  29 May 2025 1 repository listed
  Appearance editing according to user needs is a pivotal task in video editing.
• UDC-VIT: A Real-World Video Dataset for Under-Display Cameras
  30 Jan 2025 1 repository listed
  In this paper, we propose a real-world UDC video dataset called UDC-VIT.
• Discrete Prior-based Temporal-coherent Content Prediction for Blind Face Video Restoration
  17 Jan 2025 1 repository listed
  To further enhance the temporal coherence of the predicted content, a motion statistics modulation module is designed to adjust the content, based on discrete motion priors in terms of cross-frame mean and variance.
• SwinTExCo: Exemplar-based video colorization using Swin Transformer
  15 Jan 2025 1 repository listed
  Video colorization represents a compelling domain within the field of Computer Vision.
• Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration
  1 Jan 2025 1 repository listed
  Unlike modern native digital videos, the restoration of old films requires addressing specific degradations inherent to analog sources.
• Reversing the Damage: A QP-Aware Transformer-Diffusion Approach for 8K Video Restoration under Codec Compression
  12 Dec 2024 1 repository listed
  In this paper, we introduce DiQP; a novel Transformer-Diffusion model for restoring 8K video quality degraded by codec compression.
• Efficient Video Face Enhancement with Enhanced Spatial-Temporal Consistency
  25 Nov 2024 1 repository listed Syntology ran 2 of 11 samples · 9 unverified · 11 pointer-only (licence)
  In Stage \Rmnum{1}, we learn the model with a regularizer mitigating the codebook collapse problem.
• Quanta Video Restoration
  19 Oct 2024 1 repository listed
  On simulated and real data, QUIVER outperforms existing quanta restoration methods by a significant margin.
• 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.
• RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining
  31 Jul 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Recently, the linear-complexity operator of the state space models (SSMs) has contrarily facilitated efficient long-term temporal modeling, which is crucial for rain streaks and raindrops removal in videos.
• MNeRV: A Multilayer Neural Representation for Videos
  10 Jul 2024 1 repository listed
  As a novel video representation method, Neural Representations for Videos (NeRV) has shown great potential in the fields of video compression, video restoration, and video interpolation.
• DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models
  1 Jul 2024 1 repository listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  This paper introduces a method for zero-shot video restoration using pre-trained image restoration diffusion models.
• HR-INR: Continuous Space-Time Video Super-Resolution via Event Camera
  22 May 2024 1 repository listed
  However, the highly ill-posed nature of C-STVSR limits the effectiveness of current INR-based methods: they assume linear motion between frames and use interpolation or feature warping to generate features at arbitrary…
• A New Multi-Picture Architecture for Learned Video Deinterlacing and Demosaicing with Parallel Deformable Convolution and Self-Attention Blocks
  19 Apr 2024 1 repository listed
  We propose a new multi-picture architecture for video deinterlacing or demosaicing by aligning multiple supporting pictures with missing data to a reference picture to be reconstructed, benefiting from both local and…
• Collaborative Feedback Discriminative Propagation for Video Super-Resolution
  6 Apr 2024 1 repository listed
  However, inaccurate alignment usually leads to aligned features with significant artifacts, which will be accumulated during propagation and thus affect video restoration.
• Decoupling Degradations with Recurrent Network for Video Restoration in Under-Display Camera
  8 Mar 2024 1 repository listed
  The pixel array of light-emitting diodes used for display diffracts and attenuates incident light, causing various degradations as the light intensity changes.
• Toward Accurate and Temporally Consistent Video Restoration from Raw Data
  25 Dec 2023 1 repository listed
  Extensive experiments demonstrate the leading VJDD performance of our method in term of restoration accuracy, perceptual quality and temporal consistency.
• 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.
• FLAIR: A Conditional Diffusion Framework with Applications to Face Video Restoration
  26 Nov 2023 1 repository listed
  Face video restoration (FVR) is a challenging but important problem where one seeks to recover a perceptually realistic face videos from a low-quality input.
• Restoration of Analog Videos Using Swin-UNet
  7 Nov 2023 1 repository listed
  In this paper, we present a system to restore analog videos of historical archives.
• Neural Image Re-Exposure
  23 May 2023 1 repository listed
  In this work, we aim to re-expose the captured photo in post-processing to provide a more flexible way of addressing those issues within a unified framework.
• Restoration of User Videos Shared on Social Media
  18 Aug 2022 1 repository listed
  This paper presents a new general video restoration framework for the restoration of user videos shared on social media platforms.
• 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.
• 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.

Syntology lines on 7 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.