Learning Deep CNN Denoiser Prior for Image Restoration

11 April 2017

Lei Zhang

Papers citing "Learning Deep CNN Denoiser Prior for Image Restoration"

50 / 592 papers shown

Title
Pseudo-ISP: Learning Pseudo In-camera Signal Processing Pipeline from A Color Image Denoiser Yue Cao Xiaohe Wu Shuran Qi Xiao-Chang Liu Zhongqin Wu W. Zuo 36 13 0 18 Mar 2021
COLA-Net: Collaborative Attention Network for Image Restoration Chong Mou Jian Zhang Xiaopeng Fan Hangfan Liu Ronggang Wang 20 74 0 10 Mar 2021
Sampling methods for efficient training of graph convolutional networks: A survey Xin Liu Yurui Lai Lei Deng Guoqi Li Xiaochun Ye Xiaochun Ye GNN 29 100 0 10 Mar 2021
Bayesian imaging using Plug & Play priors: when Langevin meets Tweedie R. Laumont Valentin De Bortoli Andrés Almansa J. Delon Alain Durmus Marcelo Pereyra 29 109 0 08 Mar 2021
Deep Gradient Projection Networks for Pan-sharpening Shuang Xu Jiangshe Zhang Zixiang Zhao Kai Sun Junmin Liu Chunxia Zhang 19 131 0 08 Mar 2021
BM3D vs 2-Layer ONN Junaid Malik S. Kiranyaz Mehmet Yamaç Moncef Gabbouj 31 11 0 04 Mar 2021
Solving Inverse Problems by Joint Posterior Maximization with Autoencoding Prior Mario González Andrés Almansa Pauline Tan 42 31 0 02 Mar 2021
Learning for Unconstrained Space-Time Video Super-Resolution Zhihao Shi Xiaohong Liu Chengqi Li Linhui Dai Jun Chen T. Davidson Jiying Zhao SupR 35 33 0 25 Feb 2021
Synergy Between Semantic Segmentation and Image Denoising via Alternate Boosting Shunxin Xu Ke Sun Dong Liu Zhiwei Xiong Zhengjun Zha 24 10 0 24 Feb 2021
A Comprehensive Review of Deep Learning-based Single Image Super-resolution S. M. A. Bashir Yi Wang Mahrukh Khan Yilong Niu SupR AI4Cl 45 113 0 18 Feb 2021
Deep Equilibrium Architectures for Inverse Problems in Imaging Davis Gilton Greg Ongie Rebecca Willett 49 181 0 16 Feb 2021
Plug-and-Play gradient-based denoisers applied to CT image enhancement Pasquale Cascarano E. L. Piccolomini E. Morotti Andrea Sebastiani 22 0 0 15 Feb 2021
Learning local regularization for variational image restoration Jean Prost Antoine Houdard Andrés Almansa Nicolas Papadakis 43 20 0 11 Feb 2021
Deep learning architectural designs for super-resolution of noisy images Angel Villar-Corrales Franziska Schirrmacher Christian Riess SupR 11 14 0 09 Feb 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang Ling Shao 128 1,460 0 04 Feb 2021
Image Restoration by Deep Projected GSURE Shady Abu Hussein Tom Tirer S. Chun Yonina C. Eldar Raja Giryes SupR 15 12 0 04 Feb 2021
Non-uniform Blur Kernel Estimation via Adaptive Basis Decomposition Guillermo Varela Carbajal Patricia Vitoria M. Delbracio Pablo Musé José Lezama 19 16 0 01 Feb 2021
An Interpretation of Regularization by Denoising and its Application with the Back-Projected Fidelity Term Einav Yogev-Ofer Tom Tirer Raja Giryes 30 3 0 27 Jan 2021
Regularization via deep generative models: an analysis point of view Thomas Oberlin Mathieu Verm GAN 27 8 0 21 Jan 2021
Image Denoising using Attention-Residual Convolutional Neural Networks R. G. Pires D. F. S. Santos M. C. S. Santana C. F. G. Santos João Paulo Papa 16 7 0 19 Jan 2021
GAN Inversion: A Survey Weihao Xia Yulun Zhang Yujiu Yang Jing-Hao Xue Bolei Zhou Ming-Hsuan Yang DiffM 91 507 0 14 Jan 2021
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Shuyang Cheng Yuzhi Wang Haibin Huang Donghao Liu Haoqiang Fan Shuaicheng Liu 120 187 0 30 Dec 2020
Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration Haokui Zhang Ying Li Hao Chen Chengrong Gong Zongwen Bai Chunhua Shen 28 13 0 24 Dec 2020
Towards Boosting the Channel Attention in Real Image Denoising : Sub-band Pyramid Attention Huayu Li Haiyu Wu Xiwen Chen Han Zhang Abolfazl Razi 26 2 0 23 Dec 2020
Time-Travel Rephotography Xuan Luo X. Zhang Paul D. Yoo Ricardo Martín Brualla Jason Lawrence S. M. Seitz 41 32 0 22 Dec 2020
Object Detection based on OcSaFPN in Aerial Images with Noise Chengyuan Li Jun Liu H. Hong Wenju Mao Chenjie Wang Chudi Hu X. Su B. Luo 35 4 0 18 Dec 2020
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 33 318 0 15 Dec 2020
Optimization-Inspired Learning with Architecture Augmentations and Control Mechanisms for Low-Level Vision Risheng Liu Zhu Liu Pan Mu Xin-Yue Fan Zhongxuan Luo 23 5 0 10 Dec 2020
Deep Denoising of Flash and No-Flash Pairs for Photography in Low-Light Environments Zhihao Xia Michael Gharbi Federico Perazzi Kalyan Sunkavalli Ayan Chakrabarti 30 16 0 09 Dec 2020
Hierarchical Residual Attention Network for Single Image Super-Resolution Parichehr Behjati Pau Rodríguez López Armin Mehri Isabelle Hupont Carles Fernández Tena Jordi Gonzalez SupR 19 7 0 08 Dec 2020
Tensor Completion via Convolutional Sparse Coding Regularization Zhebin Wu Tianchi Liao Chuan Chen Cong Liu Zibin Zheng Xiongjun Zhang 16 0 0 02 Dec 2020
Pre-Trained Image Processing Transformer Hanting Chen Yunhe Wang Tianyu Guo Chang Xu Yiping Deng Zhenhua Liu Siwei Ma Chunjing Xu Chao Xu Wen Gao VLM ViT 60 1,640 0 01 Dec 2020
Joint Reconstruction and Calibration using Regularization by Denoising Mingyang Xie Yu Sun Jiaming Liu B. Wohlberg Ulugbek S. Kamilov 27 10 0 26 Nov 2020
Spectral Response Function Guided Deep Optimization-driven Network for Spectral Super-resolution Jiang He Jie Li Qiangqiang Yuan Huanfeng Shen Liangpei Zhang 35 74 0 19 Nov 2020
TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems Kaixuan Wei Angelica Aviles-Rivero Jingwei Liang Ying Fu Hua Huang Carola-Bibiane Schönlieb 32 34 0 18 Nov 2020
Fast and Robust Cascade Model for Multiple Degradation Single Image Super-Resolution Santiago López-Tapia N. de la Blanca 22 8 0 16 Nov 2020
MPRNet: Multi-Path Residual Network for Lightweight Image Super Resolution Armin Mehri P. B. Ardakani A. Sappa SupR 26 70 0 09 Nov 2020
EPSR: Edge Profile Super resolution Jiun Lee Jaekwang Kim I. Yun 16 1 0 09 Nov 2020
DeepCFL: Deep Contextual Features Learning from a Single Image Indra Deep Mastan Shanmuganathan Raman 22 9 0 07 Nov 2020
Convolutional Proximal Neural Networks and Plug-and-Play Algorithms J. Hertrich Sebastian Neumayer Gabriele Steidl 22 57 0 04 Nov 2020
Learning Deep Interleaved Networks with Asymmetric Co-Attention for Image Restoration Feng Li Runmin Cong H. Bai Yifan He Yao-Min Zhao Ce Zhu SupR 28 1 0 29 Oct 2020
Non-local Meets Global: An Iterative Paradigm for Hyperspectral Image Restoration Wei He Quanming Yao Chao Li Naoto Yokoya Qibin Zhao Hongyan Zhang Lefei Zhang 22 173 0 24 Oct 2020
Progressive Training of Multi-level Wavelet Residual Networks for Image Denoising Yali Peng Yue Cao Shigang Liu Jian Yang W. Zuo 32 11 0 23 Oct 2020
$QISTA-Net: DNN Architecture to Solve $\ell_q$-norm Minimization Problem and Image Compressed Sensing$ QISTA-Net: DNN Architecture to Solve $\ell_q$ -norm Minimization Problem and Image Compressed Sensing Gang-Xuan Lin Shih-Wei Hu Chun-Shien Lu 13 1 0 22 Oct 2020
One Model to Reconstruct Them All: A Novel Way to Use the Stochastic Noise in StyleGAN Christian Bartz Joseph Bethge Haojin Yang Christoph Meinel 24 16 0 21 Oct 2020
Image Obfuscation for Privacy-Preserving Machine Learning Mathilde Raynal R. Achanta Mathias Humbert 43 13 0 20 Oct 2020
Deep image prior for undersampling high-speed photoacoustic microscopy Tri Vu Anthony DiSpirito Daiwei Li Zixu Zhang Xiaoyi Zhu ... Jianwen Luo Y. Zhang Qifa Zhou R. Horstmeyer Junjie Yao 28 2 0 15 Oct 2020
Async-RED: A Provably Convergent Asynchronous Block Parallel Stochastic Method using Deep Denoising Priors Yu Sun Jiaming Liu Yiran Sun B. Wohlberg Ulugbek S. Kamilov 44 15 0 03 Oct 2020
AIM 2020 Challenge on Efficient Super-Resolution: Methods and Results Peng Sun Martin Danelljan Yawei Li Radu Timofte Jie Liu ... Wenhao Wang Zhenbing Liu Rushi Lan Rao Muhammad Umer C. Micheloni SupR 36 88 0 15 Sep 2020
Old Photo Restoration via Deep Latent Space Translation Bo Liu Bo Zhang Dongdong Chen Peiying Zhang Dong Chen Jing Liao Fang Wen 25 67 0 14 Sep 2020