Video Enhancement

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 54 papers with code (110 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.
• Video Enhancement with Task-Oriented Flow
  24 Nov 2017 4 repositories listed
  Many video enhancement algorithms rely on optical flow to register frames in a video sequence.
• 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.
• Low-Light Image and Video Enhancement Using Deep Learning: A Survey
  21 Apr 2021 3 repositories listed
  Low-light image enhancement (LLIE) aims at improving the perception or interpretability of an image captured in an environment with poor illumination.
• Illumination Histogram Consistency Metric for Quantitative Assessment of Video Sequences
  15 May 2024 2 repositories listed
  In this paper, we propose a illumination histogram consistency (IHC) metric to quantitatively and automatically evaluate the illumination consistency of the video sequences.
• NTIRE 2021 Challenge on Quality Enhancement of Compressed Video: Dataset and Study
  21 Apr 2021 2 repositories listed
  In our study, we analyze the proposed methods of the challenge and several methods in previous works on the proposed LDV dataset.
• Remote Heart Rate Measurement from Highly Compressed Facial Videos: an End-to-end Deep Learning Solution with Video Enhancement
  27 Jul 2019 2 repositories listed
  The method includes two parts: 1) a Spatio-Temporal Video Enhancement Network (STVEN) for video enhancement, and 2) an rPPG network (rPPGNet) for rPPG signal recovery.
• PMQ-VE: Progressive Multi-Frame Quantization for Video Enhancement
  18 May 2025 1 repository listed
  To tackle these challenges, we propose a novel quantization method for video enhancement: Progressive Multi-Frame Quantization for Video Enhancement (PMQ-VE).
• NTIRE 2025 Challenge on UGC Video Enhancement: Methods and Results
  5 May 2025 1 repository listed
  This paper presents an overview of the NTIRE 2025 Challenge on UGC Video Enhancement.
• Zero-TIG: Temporal Consistency-Aware Zero-Shot Illumination-Guided Low-light Video Enhancement
  14 Mar 2025 1 repository listed
  Low-light and underwater videos suffer from poor visibility, low contrast, and high noise, necessitating enhancements in visual quality.
• UnDIVE: Generalized Underwater Video Enhancement Using Generative Priors
  8 Nov 2024 1 repository listed
  Our method enables real-time and computationally-efficient processing of high-resolution underwater videos at lower resolutions, and offers efficient enhancement in the presence of diverse water-types.
• Towards Real-world Event-guided Low-light Video Enhancement and Deblurring
  27 Aug 2024 1 repository listed Syntology ran 2 of 4 samples · 2 unverified · 4 pointer-only (licence)
  In low-light conditions, capturing videos with frame-based cameras often requires long exposure times, resulting in motion blur and reduced visibility.
• Unrolled Decomposed Unpaired Learning for Controllable Low-Light Video Enhancement
  22 Aug 2024 1 repository listed Syntology ran 8 of 9 samples · 1 unverified · 9 pointer-only (licence)
  To address the above challenge, we propose the Unrolled Decomposed Unpaired Network (UDU-Net) for enhancing low-light videos by unrolling the optimization functions into a deep network to decompose the signal into…
• Noise Calibration: Plug-and-play Content-Preserving Video Enhancement using Pre-trained Video Diffusion Models
  14 Jul 2024 1 repository listed
  In order to improve the quality of synthesized videos, currently, one predominant method involves retraining an expert diffusion model and then implementing a noising-denoising process for refinement.
• 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.
• Light-VQA+: A Video Quality Assessment Model for Exposure Correction with Vision-Language Guidance
  6 May 2024 1 repository listed
  Equally important to the VEC is the Video Quality Assessment (VQA).
• UVEB: A Large-scale Benchmark and Baseline Towards Real-World Underwater Video Enhancement
  22 Apr 2024 1 repository listed
  Learning-based underwater image enhancement (UIE) methods have made great progress.
• Binarized Low-light Raw Video Enhancement
  29 Mar 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  For the second issue, we present a distribution-aware binary convolution, which captures the distribution characteristics of real-valued input and incorporates them into plain binary convolutions to alleviate the…
• End-To-End Underwater Video Enhancement: Dataset and Model
  18 Mar 2024 1 repository listed
  To fill this gap, we construct the Synthetic Underwater Video Enhancement (SUVE) dataset, comprising 840 diverse underwater-style videos paired with ground-truth reference videos.
• Learning Exposure Correction in Dynamic Scenes
  27 Feb 2024 1 repository listed
  Exposure correction aims to enhance visual data suffering from improper exposures, which can greatly improve satisfactory visual effects.
• BVI-Lowlight: Fully Registered Benchmark Dataset for Low-Light Video Enhancement
  3 Feb 2024 1 repository listed
  Low-light videos often exhibit spatiotemporal incoherent noise, leading to poor visibility and compromised performance across various computer vision applications.
• Video Harmonization with Triplet Spatio-Temporal Variation Patterns
  1 Jan 2024 1 repository listed
  Video harmonization is an important and challenging task that aims to obtain visually realistic composite videos by automatically adjusting the foreground's appearance to harmonize with the background.
• FastLLVE: Real-Time Low-Light Video Enhancement with Intensity-Aware Lookup Table
  13 Aug 2023 1 repository listed
  Experimental results on benchmark datasets demonstrate that our method achieves the State-Of-The-Art (SOTA) performance in terms of both image quality and inter-frame brightness consistency.
• NNVISR: Bring Neural Network Video Interpolation and Super Resolution into Video Processing Framework
  6 Aug 2023 1 repository listed
  We present NNVISR - an open-source filter plugin for the VapourSynth video processing framework, which facilitates the application of neural networks for various kinds of video enhancing tasks, including denoising,…
• 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.
• Light-VQA: A Multi-Dimensional Quality Assessment Model for Low-Light Video Enhancement
  16 May 2023 1 repository listed
  To this end, we first construct a Low-Light Video Enhancement Quality Assessment (LLVE-QA) dataset in which 254 original low-light videos are collected and then enhanced by leveraging 8 LLVE algorithms to obtain 2, 060…
• Implicit View-Time Interpolation of Stereo Videos using Multi-Plane Disparities and Non-Uniform Coordinates
  30 Mar 2023 1 repository listed
  In this paper, we propose an approach for view-time interpolation of stereo videos.
• VDPVE: VQA Dataset for Perceptual Video Enhancement
  16 Mar 2023 1 repository listed
  Few researchers have specifically proposed a video quality assessment method for video enhancement, and there is also no comprehensive video quality assessment dataset available in public.
• Compression-Aware Video Super-Resolution
  1 Jan 2023 1 repository listed
  Videos stored on mobile devices or delivered on the Internet are usually in compressed format and are of various unknown compression parameters, but most video super-resolution (VSR) methods often assume ideal inputs…
• Dancing in the Dark: A Benchmark towards General Low-light Video Enhancement
  1 Jan 2023 1 repository listed
  To address this issue, we design a camera system and collect a high-quality low-light video dataset with multiple exposures and cameras.

Syntology lines on 5 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.