Video Denoising

30 papers with code • 12 benchmarks • 5 datasets

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Toward Accurate and Temporally Consistent Video Restoration from Raw Data

guoshi28/vjdd 25 Dec 2023

Extensive experiments demonstrate the leading VJDD performance of our method in term of restoration accuracy, perceptual quality and temporal consistency.

13
25 Dec 2023

Real-time Controllable Denoising for Image and Video

jiangyitong/RCD CVPR 2023

Controllable image denoising aims to generate clean samples with human perceptual priors and balance sharpness and smoothness.

16
29 Mar 2023

Real-time Streaming Video Denoising with Bidirectional Buffers

chenyangqiqi/bsvd 14 Jul 2022

Recent multi-output inference works propagate the bidirectional temporal feature with a parallel or recurrent framework, which either suffers from performance drops on the temporal edges of clips or can not achieve online inference.

52
14 Jul 2022

Deep Parametric 3D Filters for Joint Video Denoising and Illumination Enhancement in Video Super Resolution

xiaogang00/dp3df 5 Jul 2022

Despite the quality improvement brought by the recent methods, video super-resolution (SR) is still very challenging, especially for videos that are low-light and noisy.

6
05 Jul 2022

A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift

dasongli1/shift-net CVPR 2023

In this study, we propose a simple yet effective framework for video restoration.

79
22 Jun 2022

Recurrent Video Restoration Transformer with Guided Deformable Attention

jingyunliang/rvrt 5 Jun 2022

Specifically, RVRT divides the video into multiple clips and uses the previously inferred clip feature to estimate the subsequent clip feature.

314
05 Jun 2022

Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-ahead Forward Ones

nagejacob/flornn 12 Apr 2022

However, BiRNN is intrinsically offline because it uses backward recurrent modules to propagate from the last to current frames, which causes high latency and large memory consumption.

25
12 Apr 2022

MANet: Improving Video Denoising with a Multi-Alignment Network

indigopurple/manet 20 Feb 2022

In video denoising, the adjacent frames often provide very useful information, but accurate alignment is needed before such information can be harnassed.

9
20 Feb 2022

VRT: A Video Restoration Transformer

jingyunliang/vrt 28 Jan 2022

Besides, parallel warping is used to further fuse information from neighboring frames by parallel feature warping.

1,229
28 Jan 2022

NeRV: Neural Representations for Videos

haochen-rye/nerv NeurIPS 2021

In contrast, with NeRV, we can use any neural network compression method as a proxy for video compression, and achieve comparable performance to traditional frame-based video compression approaches (H. 264, HEVC \etc).

278
26 Oct 2021