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One-paper-one-short-contribution-summary of all latest image/burst/video Denoising papers with code & citation published in top conference and journal.

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Awesome-Denoise

There are three main factors to divide these papers into different catrgories to have a better idea.
Sometimes raw domain denoising papers would use some ISP to convert to sRGB domain, So use Both to cover this situation.
Sometimes video denoising papers degrade to burst denoising, even single image denoising, always use Video tag to cover this situation.

  • Color Space

    • RGB
    • Raw
    • Both
  • Image Kind

    • Single
    • Burst
    • Video
  • Noise Model

    • AWGN(Additive White Gaussian Noise model)
    • PG(Posion Gaussian noise model)
    • GAN(Gan based noise model)
    • Real(camera or dlsr devices real noise model)
    • Prior
      • Low Rank
      • Sparsity
      • self similarity

benchmark dataset

self-supervised denoising

video denoising

image denoising

Index Year Pub Title cite
1 2018 ICML Noise2Noise: Learning image restoration without clean data 1236
2 2019 CVPR Noise2void-learning denoising from single noisy images 748
3 2019 ICML Noise2self: Blind denoising by self-supervision 441
4 2019 NeurIPS High-quality self-supervised deep image denoising 247
5 2019 arxiv Unsupervised image noise modeling with self-consistent GAN 13
6 2020 Frontiers in Computer Science Probabilistic noise2void: Unsupervised content-aware denoising 119
7 2020 TIP Noisy-as-clean: Learning self-supervised denoising from corrupted image 112
8 2020 CVPR Self2self with dropout: Learning self-supervised denoising from single image 201
9 2020 CVPR Noisier2noise: Learning to denoise from unpaired noisy data 125
10 2020 NeurIPS Noise2Same: Optimizing a self-supervised bound for image denoising 57
11 2021 NeurIPS Noise2score: tweedie's approach to self-supervised image denoising without clean images 32
12 2021 CVPR Neighbor2neighbor: Self-supervised denoising from single noisy images 135
13 2021 CVPR Recorrupted-to-recorrupted: unsupervised deep learning for image denoising 85
14 2022 TIP Neighbor2Neighbor: A Self-Supervised Framework for Deep Image Denoising 7
15 2022 CVPR Ap-bsn: Self-supervised denoising for real-world images via asymmetric pd and blind-spot network 27
16 2022 CVPR CVF-SID: Cyclic multi-variate function for self-supervised image denoising by disentangling noise from image 20
17 2022 CVPR Self-supervised deep image restoration via adaptive stochastic gradient langevin dynamics 7
18 2022 CVPR Noise distribution adaptive self-supervised image denoising using tweedie distribution and score matching 5
19 2022 CVPR Blind2unblind: Self-supervised image denoising with visible blind spots 29
20 2022 CVPR Idr: Self-supervised image denoising via iterative data refinement 22
21 2023 CVPR Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising 1
22 2023 CVPR LG-BPN: Local and Global Blind-Patch Network for Self-Supervised Real-World Denoising 0
23 2023 CVPR Zero-Shot Noise2Noise: Efficient Image Denoising Without Any Data 1
24 2023 CVPR Patch-Craft Self-Supervised Training for Correlated Image Denoising
25 2023 arxiv Unleashing the Power of Self-Supervised Image Denoising: A Comprehensive Review
26 2023 ICCV Random Sub-Samples Generation for Self-Supervised Real Image Denoising
27 2023 ICCV Score Priors Guided Deep Variational Inference for Unsupervised Real-World Single Image Denoising
28 2023 ICCV Unsupervised Image Denoising in Real-World Scenarios via Self-Collaboration Parallel Generative Adversarial Branches

by year

2020

Pub Title Code Cite
TIP Noisy-As-Clean: Learning Self-supervised Denoising from Corrupted Image Pytorch 47
TIP Blind universal Bayesian image denoising with Gaussian noise level learning - 43
TIP Learning Deformable Kernels for Image and Video Denoising - 24
TIP Learning Spatial and Spatio-Temporal Pixel Aggregations for Image and Video Denoising - 10
TIP Deep Graph-Convolutional Image Denoising - 64
TIP NLH : A Blind Pixel-level Non-local Method for Real-world Image Denoising - 34
TIP Image Denoising via Sequential Ensemble Learning - 13
TIP Connecting Image Denoising and High-Level Vision Tasks via Deep Learning - 70
CVPR Memory-Efficient Hierarchical Neural Architecture Search for Image Denoising - 33
CVPR A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising Pytorch 50
CVPR Supervised Raw Video Denoising With a Benchmark Dataset on Dynamic Scenes Pytorch 26
CVPR Transfer Learning From Synthetic to Real-Noise Denoising With Adaptive Instance Normalization - 60
CVPR Self2Self With Dropout: Learning Self-Supervised Denoising From Single Image - 73
CVPR Noisier2Noise: Learning to Denoise From Unpaired Noisy Data - 40
CVPR Joint Demosaicing and Denoising With Self Guidance - 26
CVPR FastDVDnet: Towards Real-Time Deep Video Denoising Without Flow Estimation - 72
CVPR CycleISP: Real Image Restoration via Improved Data Synthesis Pytorch 93
CVPR Basis Prediction Networks for Effective Burst Denoising With Large Kernels - 18
CVPR Superkernel Neural Architecture Search for Image Denoising - 5
ECCV Spatial-Adaptive Network for Single Image Denoising - 34
ECCV A Decoupled Learning Scheme for Real-world Burst Denoising from Raw Images - 3
ECCV Burst Denoising via Temporally Shifted Wavelet Transforms - 0
ECCV Unpaired Learning of Deep Image Denoising Pytorch 24
ECCV Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Pytorch 39
ECCV Learning Camera-Aware Noise Models Pytorch 9
ECCV Practical Deep Raw Image Denoising on Mobile Devices MegEngine 15
ECCV Reconstructing the Noise Manifold for Image Denoising - 2
NN Deep Learning on Image Denoising : An Overview - 247
WACV Identifying recurring patterns with deep neural networks for natural image denoising - 11
ICASSP Attention Mechanism Enhanced Kernel Prediction Networks for Denoising of Burst Images Pytorch 4
Arxiv Low-light Image Restoration with Short- and Long-exposure Raw Pairs - 6

2019

Pub Title Code Cite
TIP Optimal combination of image denoisers - 13
TIP High ISO JPEG Image Denoising by Deep Fusion of Collaborative and Convolutional Filtering - 6
TIP Texture variation adaptive image denoising with nonlocal PCA - 11
TIP Color Image and Multispectral Image Denoising Using Block Diagonal Representation - 7
TIP Tchebichef and Adaptive Steerable-Based Total Variation Model for Image Denoising - 23
TIP Iterative Joint Image Demosaicking and Denoising Using a Residual Denoising Network - 55
TIP Content-Adaptive Noise Estimation for Color Images with Cross-Channel Noise Modeling - 4
TPAMI Real-world Image Denoising with Deep Boosting Tensorflow 29
JVCIR Vst-net: Variance-stabilizing transformation inspired network for poisson denoising Matlab 14
NIPS Variational Denoising Network: Toward Blind Noise Modeling and Removal - 110
NIPS High-Quality Self-Supervised Deep Image Denoising - 138
ICML Noise2Self: Blind Denoising by Self-Supervision Pytorch 244
ICML Plug-and-play methods provably converge with properly trained denoisers - 125
CVPR Unsupervised Domain Adaptation for ToF Data Denoising with Adversarial Learning - 26
CVPR Robust Subspace Clustering with Independent and Piecewise Identically Distributed Noise Modeling - 15
CVPR Toward convolutional blind denoising of real photographs Matlab 458
CVPR FOCNet: A Fractional Optimal Control Network for Image Denoising - 62
CVPR Noise2void-learning denoising from single noisy images - 406
CVPR Unprocessing images for learned raw denoising - 186
CVPR Training deep learning based image denoisers from undersampled measurements without ground truth and without image prior - 28
CVPR Model-blind video denoising via frame-to-frame training other 44
ICCV Self-Guided Network for Fast Image Denoising - 78
ICCV Noise flow: Noise modeling with conditional normalizing flows - 74
ICCV Joint Demosaicking and Denoising by Fine-Tuning of Bursts of Raw Images - 34
ICCV Fully Convolutional Pixel Adaptive Image Denoiser Keras 27
ICCV Enhancing Low Light Videos by Exploring High Sensitivity Camera Noise - 14
ICCV CIIDefence: Defeating Adversarial Attacks by Fusing Class-Specific Image Inpainting and Image Denoising - 21
ICCV Real Image Denoising with Feature Attention - 192
CVPRW GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-based Real-world Noise Modeling - 65
CVPRW Learning raw image denoising with bayer pattern unification and bayer preserving augmentation - 29
CVPRW Deep iterative down-up CNN for image denoising - 69
CVPRW Densely Connected Hierarchical Network for Image Denoising - 55
CVPRW ViDeNN: Deep Blind Video Denoising - 42
CVPRW Real Photographs Denoising With Noise Domain Adaptation and Attentive Generative Adversarial Network - 15
CVPRW Learning Deep Image Priors for Blind Image Denoising - 4
ICIP DVDnet: A fast network for deep video denoising Pytorch 45
ICIP Multi-kernel prediction networks for denoising of burst images - 17
ICIP A non-local cnn for video denoising - 31
AAAI Adaptation Strategies for Applying AWGN-based Denoiser to Realistic Noise - 4
arxiv When AWGN-based Denoiser Meets Real Noises Pytorch 29
arxiv Generating training data for denoising real rgb images via camera pipeline simulation - 19
arxiv Learning Deformable Kernels for Image and Video Denoising - 24
arxiv Gan2gan: Generative noise learning for blind image denoising with single noisy images - 12

2018

Pub Title Code Cite
TIP Weighted Tensor Rank-1 Decomposition for Nonlocal Image Denoising - 19
TIP Towards Optimal Denoising of Image Contrast - 8
TIP Time-of-Flight Range Measurement in Low- sensing Environment : Noise Analysis and Complex-domain Non-local Denoising - 10
TIP Statistical Nearest Neighbors for Image Denoising - 29
TIP Joint Denoising / Compression of Image Contours via Shape Prior and Context Tree - 5
TIP Image Restoration by Iterative Denoising and Backward Projections - 110
TIP Corrupted reference image quality assessment of denoised images - 11
TIP FFDNet: Toward a fast and flexible solution for CNN-based image denoising Matlab 1103
TIP External prior guided internal prior learning for real-world noisy image denoising - 92
TIP Class-aware fully convolutional Gaussian and Poisson denoising Tensorflow 54
TIP VIDOSAT: High-dimensional sparsifying transform learning for online video denoising - 23
TIP Effective and fast estimation for image sensor noise via constrained weighted least squares - 20
ToG Denoising with kernel prediction and asymmetric loss functions - 106
TMM Gradient prior-aided cnn denoiser with separable convolution-based optimization of feature dimension - 22
NIPS Training deep learning based denoisers without ground truth data - 75
ICML Noise2Noise: Learning Image Restoration without Clean Data - 758
CVPR Burst denoising with kernel prediction networks - 224
CVPR Image Blind Denoising With Generative Adversarial Network Based Noise Modeling - 352
CVPR Universal Denoising Networks : A Novel CNN Architecture for Image Denoising Matlab 209
ECCV Deep burst denoising - 74
ECCV Deep boosting for image denoising - 50
ECCV A trilateral weighted sparse coding scheme for real-world image denoising - 180
ECCV Deep image demosaicking using a cascade of convolutional residual denoising networks - 68
IJCAI Connecting image denoising and high-level vision tasks via deep learning - 70
IJCAI When image denoising meets high-level vision tasks: A deep learning approach - 160
JVCIR RENOIR–A dataset for real low-light image noise reduction - 106
TCI Convolutional neural networks for noniterative reconstruction of compressively sensed images - 83
ACCV Dn-resnet: Efficient deep residual network for image denoising - 22
ICIP Image Denoising for Image Retrieval by Cascading a Deep Quality Assessment Network - 9
arxiv Correction by projection: Denoising images with generative adversarial networks - 47
arxiv Non-local video denoising by CNN Pytorch 31
arxiv Iterative residual network for deep joint image demosaicking and denoising - 9
arxiv Fully convolutional pixel adaptive image denoiser - 27
arxiv Fast, trainable, multiscale denoising - 6
arxiv Deep learning for image denoising: a survey - 90

2017

Publ Title Code Cite
TIP Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising - 4387
TIP Improved Denoising via Poisson Mixture Modeling of Image Sensor Noise - 29
TIP Reweighted Low-Rank Matrix Analysis with Structural Smoothness for Image Denoising - 40
TIP Category-specific object image denoising - 31
TIP Affine Non-Local Means Image Denoising - 39
CVPR Image Denoising via CNNs: An Adversarial Approach - 71
CVPR Non-local color image denoising with convolutional neural networks - 274
CVPR Learning Deep CNN Denoiser Prior for Image Restoration - 1277
ICCV Learning Proximal Operators : Using Denoising Networks for Regularizing Inverse Imaging Problems - 246
ICCV Multi-channel Weighted Nuclear Norm Minimization for Real Color Image Denoising - 230
ICCV Joint Adaptive Sparsity and Low-Rankness on the Fly: An Online Tensor Reconstruction Scheme for Video Denoising - 40
ICCV Blob Reconstruction Using Unilateral Second Order Gaussian Kernels with Application to High-ISO Long-Exposure Image Denoising - 10
ICIP Image denoising using group sparsity residual and external nonlocal self-similarity prior - 7
arxiv Block-matching convolutional neural network for image denoising - 50
arxiv Learning pixel-distribution prior with wider convolution for image denoising Matlab 19
arxiv Chaining identity mapping modules for image denoising - 12
ICTAI Dilated deep residual network for image denoising - 73

before 2017

Year Publication Title Code Citation
2016 CVPR Deep Gaussian conditional random field network: A model-based deep network for discriminative denoising - 68
2016 CVPR From Noise Modeling to Blind Image Denoising - 67
2016 TIP Patch-based video denoising with optical flow estimation - 99
2016 ToG Deep joint demosaicking and denoising - 336
2016 ICASSP Fast depth image denoising and enhancement using a deep convolutional network - 62
2015 ICCV An efficient statistical method for image noise level estimation - 184
2015 TIP Image-specific prior adaptation for denoising - 19
2015 IPOL The noise clinic: a blind image denoising algorithm - 112
2014 TIP Practical signal-dependent noise parameter estimation from a single noisy image - 86
2014 - Photon, Poisson Noise - 107
2012 CVPR Image denoising: Can plain neural networks compete with BM3D? - 1246
2012 ICIP The dominance of Poisson noise in color digital cameras - 29
2009 SP Clipped noisy images: Heteroskedastic modeling and practical denoising - 129
2008 TIP Practical Poissonian-Gaussian noise modeling and fitting for single-image raw-data Matlab 723
2007 TIP Image denoising by sparse 3-D transform-domain collaborative filtering - 7357
2007 TPAMI Automatic estimation and removal of noise from a single image - 599
2005 CVPR A non-local algorithm for image denoising - 7477
2019 Books CMOS: Circuit Design, Layout, and Simulation: Forth Edition - 5390
2018 Books Denoising of photographic images and video: fundamentals, open challenges and new trends - 14

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