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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

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

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

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

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

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.

COLOR IMAGE DENOISING IMAGE DENOISING

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

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

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