Reconstructing the Noise Variance Manifold for Image Denoising

[1]  M. Elad,et al.  $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation , 2006, IEEE Transactions on Signal Processing.

[2]  Truong Q. Nguyen,et al.  Correction by Projection: Denoising Images with Generative Adversarial Networks , 2018, ArXiv.

[3]  Stefanos Zafeiriou,et al.  Robust Conditional Generative Adversarial Networks , 2018, ICLR.

[4]  Stefan Harmeling,et al.  Image denoising: Can plain neural networks compete with BM3D? , 2012, 2012 IEEE Conference on Computer Vision and Pattern Recognition.

[5]  Jonathan T. Barron,et al.  Burst Denoising with Kernel Prediction Networks , 2017, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[6]  Sylvain Paris,et al.  Learning photographic global tonal adjustment with a database of input / output image pairs , 2011, CVPR 2011.

[7]  Jean-Michel Morel,et al.  A Nonlocal Bayesian Image Denoising Algorithm , 2013, SIAM J. Imaging Sci..

[8]  Jonathan T. Barron,et al.  Unprocessing Images for Learned Raw Denoising , 2018, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[9]  Michael S. Brown,et al.  Noise Flow: Noise Modeling With Conditional Normalizing Flows , 2019, 2019 IEEE/CVF International Conference on Computer Vision (ICCV).

[10]  Yu-Bin Yang,et al.  Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections , 2016, NIPS.

[11]  Florian Jug,et al.  Noise2Void - Learning Denoising From Single Noisy Images , 2018, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[12]  Cong Phuoc Huynh,et al.  Category-Specific Object Image Denoising , 2017, IEEE Transactions on Image Processing.

[13]  Edward H. Adelson,et al.  Learning Gaussian Conditional Random Fields for Low-Level Vision , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[14]  Adrian Barbu,et al.  RENOIR - A dataset for real low-light image noise reduction , 2014, J. Vis. Commun. Image Represent..

[15]  Lei Zhang,et al.  External Patch Prior Guided Internal Clustering for Image Denoising , 2015, 2015 IEEE International Conference on Computer Vision (ICCV).

[16]  Xiangchu Feng,et al.  FOCNet: A Fractional Optimal Control Network for Image Denoising , 2019, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[17]  David Berthelot,et al.  BEGAN: Boundary Equilibrium Generative Adversarial Networks , 2017, ArXiv.

[18]  Kostadin Dabov,et al.  BM3D Image Denoising with Shape-Adaptive Principal Component Analysis , 2009 .

[19]  Lei Zhang,et al.  FFDNet: Toward a Fast and Flexible Solution for CNN-Based Image Denoising , 2017, IEEE Transactions on Image Processing.

[20]  Liang Lin,et al.  Multi-level Wavelet-CNN for Image Restoration , 2018, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).

[21]  H. Sebastian Seung,et al.  Natural Image Denoising with Convolutional Networks , 2008, NIPS.

[22]  Lei Zhang,et al.  Weighted Nuclear Norm Minimization with Application to Image Denoising , 2014, 2014 IEEE Conference on Computer Vision and Pattern Recognition.

[23]  Eirikur Agustsson,et al.  NTIRE 2017 Challenge on Single Image Super-Resolution: Dataset and Study , 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).

[24]  Jian Yang,et al.  MemNet: A Persistent Memory Network for Image Restoration , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).

[25]  William T. Freeman,et al.  What makes a good model of natural images? , 2007, 2007 IEEE Conference on Computer Vision and Pattern Recognition.

[26]  Michael J. Black,et al.  Fields of Experts , 2009, International Journal of Computer Vision.

[27]  Yasuyuki Matsushita,et al.  A Holistic Approach to Cross-Channel Image Noise Modeling and Its Application to Image Denoising , 2016, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[28]  Adrian Barbu,et al.  RENOIR - A dataset for real low-light image noise reduction , 2014, Journal of Visual Communication and Image Representation.

[29]  Tapani Raiko,et al.  Semi-supervised Learning with Ladder Networks , 2015, NIPS.

[30]  Jaakko Lehtinen,et al.  Noise2Noise: Learning Image Restoration without Clean Data , 2018, ICML.

[31]  Yunjin Chen,et al.  Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration , 2015, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[32]  David Zhang,et al.  Patch Group Based Nonlocal Self-Similarity Prior Learning for Image Denoising , 2015, 2015 IEEE International Conference on Computer Vision (ICCV).

[33]  Ghassan Hamarneh,et al.  WhiteNNer-Blind Image Denoising via Noise Whiteness Priors , 2019, 2019 IEEE/CVF International Conference on Computer Vision Workshop (ICCVW).

[34]  Jean-Michel Morel,et al.  The Noise Clinic: a Blind Image Denoising Algorithm , 2015, Image Process. Line.

[35]  Ross B. Girshick,et al.  Reducing Overfitting in Deep Networks by Decorrelating Representations , 2015, ICLR.

[36]  Stephen Lin,et al.  A High-Quality Denoising Dataset for Smartphone Cameras , 2018, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[37]  Luc Van Gool,et al.  Self-Guided Network for Fast Image Denoising , 2019, 2019 IEEE/CVF International Conference on Computer Vision (ICCV).

[38]  Stanley Osher,et al.  Iterative Regularization and Nonlinear Inverse Scale Space Applied to Wavelet-Based Denoising , 2007, IEEE Transactions on Image Processing.

[39]  Richard Szeliski,et al.  Automatic Estimation and Removal of Noise from a Single Image , 2008, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[40]  Wangmeng Zuo,et al.  Learning Deep CNN Denoiser Prior for Image Restoration , 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[41]  Lei Zhang,et al.  Nonlocally Centralized Sparse Representation for Image Restoration , 2013, IEEE Transactions on Image Processing.

[42]  David Zhang,et al.  A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising , 2018, ECCV.

[43]  Stefan Roth,et al.  Neural Nearest Neighbors Networks , 2018, NeurIPS.

[44]  Wangmeng Zuo,et al.  Toward Convolutional Blind Denoising of Real Photographs , 2018, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

[45]  Stefan Roth,et al.  Benchmarking Denoising Algorithms with Real Photographs , 2017, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[46]  Jian Sun,et al.  Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[47]  Lei Zhang,et al.  Sparsity-based image denoising via dictionary learning and structural clustering , 2011, CVPR 2011.

[48]  Simon Osindero,et al.  Conditional Generative Adversarial Nets , 2014, ArXiv.

[49]  Lei Zhang,et al.  Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising , 2016, IEEE Transactions on Image Processing.

[50]  Yair Weiss,et al.  From learning models of natural image patches to whole image restoration , 2011, 2011 International Conference on Computer Vision.

[51]  Jean-Michel Morel,et al.  A non-local algorithm for image denoising , 2005, 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05).

[52]  Ming Yang,et al.  Image Blind Denoising with Generative Adversarial Network Based Noise Modeling , 2018, 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition.

[53]  Jitendra Malik,et al.  A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics , 2001, Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001.

[54]  Wojciech Zaremba,et al.  Improved Techniques for Training GANs , 2016, NIPS.

[55]  Alessandro Foi,et al.  Image Denoising by Sparse 3-D Transform-Domain Collaborative Filtering , 2007, IEEE Transactions on Image Processing.

[56]  Nick Barnes,et al.  Real Image Denoising With Feature Attention , 2019, 2019 IEEE/CVF International Conference on Computer Vision (ICCV).

[57]  Alexei A. Efros,et al.  Image-to-Image Translation with Conditional Adversarial Networks , 2016, 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[58]  Glenn Healey,et al.  Radiometric CCD camera calibration and noise estimation , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[59]  Wei Yu,et al.  On learning optimized reaction diffusion processes for effective image restoration , 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[60]  Thomas S. Huang,et al.  Non-Local Recurrent Network for Image Restoration , 2018, NeurIPS.