Color Image Denoising Edit Task

Computer Vision • Denoising

papers with code

benchmarks

datasets

About
Edit

Benchmarks

Add a Result

DATASET	BEST METHOD	PAPER TITLE	COMPARE
CBSD68 sigma50	Residual Dense Network +	Residual Dense Network for Image Super-Resolution	See all
Darmstadt Noise Dataset	Image Unprocessing	Unprocessing Images for Learned Raw Denoising	See all
CBSD68 sigma15	AdaFM-Net	Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers	See all
CBSD68 sigma35	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
BSD68 sigma15	RIDNet	Real Image Denoising with Feature Attention	See all
BSD68 sigma25	RIDNet	Real Image Denoising with Feature Attention	See all
CBSD68 sigma25	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
CBSD68 sigma75	AdaFM-Net	Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers	See all
CBSD68 sigma5	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma10	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
Kodak24 sigma10	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Kodak24 sigma30	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Kodak24 sigma50	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Kodak24 sigma70	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
BSD68 sigma10	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
BSD68 sigma30	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
BSD68 sigma70	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Urban100 sigma10	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Urban100 sigma30	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Urban100 sigma50	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Urban100 sigma70	Residual Dense Network +	Residual Dense Network for Image Restoration	See all
Kodak25 sigma15	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
Kodak25 sigma25	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
Kodak25 sigma35	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
Kodak25 sigma50	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
Kodak25 sigma75	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
McMaster sigma15	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
McMaster sigma25	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
McMaster sigma35	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
McMaster sigma50	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
McMaster sigma75	FFDNet	FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	See all
NTIRE 2019 Real Image Denoising Challenge (sRGB)	GRDN	GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-based Real-world Noise Modeling	See all
CBSD68 sigma20	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma30	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma40	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma45	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma55	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma60	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma65	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
CBSD68 sigma70	CBUIFD75	Blind Universal Bayesian Image Denoising with Gaussian Noise Level Learning	See all
BSD68 sigma5	Deep CNN Denoiser	Learning Deep CNN Denoiser Prior for Image Restoration	See all
BSD68 sigma35	Deep CNN Denoiser	Learning Deep CNN Denoiser Prior for Image Restoration	See all
Hanzi	DnCNN (n2t)	Noise2Self: Blind Denoising by Self-Supervision	See all
ImageNet	DnCNN (n2t)	Noise2Self: Blind Denoising by Self-Supervision	See all
CellNet	DnCNN (n2t)	Noise2Self: Blind Denoising by Self-Supervision	See all
BSD68 sigma75	CSCNet	Rethinking the CSC Model for Natural Images	See all

Datasets

CBSD68

BSD

See all 6 datasets

Latest papers without code

Quaternion higher-order singular value decomposition and its applications in color image processing

2 Jan 2021

In more recent years, the quaternion has proven to be a very suitable tool for color pixel representation as it can well preserve cross-channel correlation of color channels.

COLOR IMAGE DENOISING IMAGE DENOISING TENSOR DECOMPOSITION

Paper
Add Code

Frequency-Weighted Robust Tensor Principal Component Analysis

21 Apr 2020

The newly obtained frequency-weighted RTPCA can be solved by alternating direction method of multipliers, and it is the first time that frequency analysis is taken in tensor principal component analysis.

COLOR IMAGE DENOISING IMAGE DENOISING

Paper
Add Code

KRNET: Image Denoising with Kernel Regulation Network

20 Oct 2019

In this paper, we optimize CNN regularization capability by developing a kernel regulation module.

COLOR IMAGE DENOISING IMAGE DENOISING

Paper
Add Code

Universal Denoising Networks : A Novel CNN Architecture for Image Denoising

CVPR 2018

As opposed to most of the existing deep network approaches, which require the training of a specific model for each considered noise level, the proposed models are able to handle a wide range of noise levels using a single set of learned parameters, while they are very robust when the noise degrading the latent image does not match the statistics of the noise used during training.

COLOR IMAGE DENOISING DEBLURRING DEMOSAICKING IMAGE DENOISING

Paper
Add Code

Dilated Deep Residual Network for Image Denoising

18 Aug 2017

It has been proven that the expansion of receptive field can boost the CNN performance in image classification, and we further demonstrate that it can also lead to competitive performance for denoising problem.

COLOR IMAGE DENOISING IMAGE CLASSIFICATION IMAGE DENOISING

Paper
Add Code

Impulsive noise removal from color images with morphological filtering

11 Jul 2017

This paper deals with impulse noise removal from color images.

COLOR IMAGE DENOISING IMAGE DENOISING IMAGE RESTORATION

Paper
Add Code

Multi-channel Weighted Nuclear Norm Minimization for Real Color Image Denoising

ICCV 2017

Most of the existing denoising algorithms are developed for grayscale images, while it is not a trivial work to extend them for color image denoising because the noise statistics in R, G, B channels can be very different for real noisy images.

Ranked #4 on Denoising on Darmstadt Noise Dataset

COLOR IMAGE DENOISING IMAGE DENOISING

Paper
Add Code

On the Relation between Color Image Denoising and Classification

5 Apr 2017

Inspired by classification models, we propose a novel deep learning architecture for color (multichannel) image denoising and report on thousands of images from ImageNet dataset as well as commonly used imagery.

COLOR IMAGE DENOISING IMAGE DENOISING

Paper
Add Code

Non-Local Color Image Denoising with Convolutional Neural Networks

CVPR 2017

We propose a novel deep network architecture for grayscale and color image denoising that is based on a non-local image model.

COLOR IMAGE DENOISING IMAGE DENOISING

Paper
Add Code

Bayesian Inference for Neighborhood Filters With Application in Denoising

CVPR 2015

Range-weighted neighborhood filters are useful and popular for their edge-preserving property and simplicity, but they are originally proposed as intuitive tools.

BAYESIAN INFERENCE COLOR IMAGE DENOISING IMAGE DENOISING

Paper
Add Code

Color Image Denoising Edit Task

About Edit

Benchmarks Add a Result

Datasets

CBSD68

BSD

Latest papers without code

About
Edit

Benchmarks

Add a Result