Learning Deep CNN Denoiser Prior for Image Restoration

11 April 2017

Lei Zhang

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

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Title
Priors in Deep Image Restoration and Enhancement: A Survey Yunfan Lu Yi Lin Hao Wu Yuan Luo Xueye Zheng Hui Xiong Lin Wang 47 3 0 04 Jun 2022
Improving Diffusion Models for Inverse Problems using Manifold Constraints Hyungjin Chung Byeongsu Sim Dohoon Ryu J. C. Ye DiffM MedIm 39 435 0 02 Jun 2022
A hybrid approach to seismic deblending: when physics meets self-supervision N. Luiken M. Ravasi C. Birnie 24 6 0 30 May 2022
ShuffleMixer: An Efficient ConvNet for Image Super-Resolution Long Sun Jin-shan Pan Jinhui Tang SupR 43 85 0 30 May 2022
Online Deep Equilibrium Learning for Regularization by Denoising Jiaming Liu Xiaojian Xu Weijie Gan Shirin Shoushtari Ulugbek S. Kamilov 44 27 0 25 May 2022
Dense residual Transformer for image denoising Chao Yao Shuo Jin Meiqin Liu Xiaojuan Ban ViT 51 29 0 14 May 2022
CSI-fingerprinting Indoor Localization via Attention-Augmented Residual Convolutional Neural Network Bowen Zhang Houssem Sifaou Geoffrey Ye Li HAI 29 34 0 11 May 2022
Pik-Fix: Restoring and Colorizing Old Photos Runsheng Xu Zhengzhong Tu Yuanqi Du Xiaoyu Dong Jinlong Li Zibo Meng Jiaqi Ma A. Bovik Hongkai Yu 41 13 0 04 May 2022
PnP-ReG: Learned Regularizing Gradient for Plug-and-Play Gradient Descent Rita Fermanian Mikael Le Pendu C. Guillemot 17 7 0 29 Apr 2022
Multiple Degradation and Reconstruction Network for Single Image Denoising via Knowledge Distillation Juncheng Li Hanhui Yang Qiaosi Yi Faming Fang Guangwei Gao T. Zeng Guixu Zhang 30 7 0 29 Apr 2022
Generative Adversarial Networks for Image Super-Resolution: A Survey Chunwei Tian Xuanyu Zhang Chun-Wei Lin W. Zuo Yanning Zhang Chia-Wen Lin GAN 46 45 0 28 Apr 2022
Deep Generalized Unfolding Networks for Image Restoration Chong Mou Qian Wang Jian Zhang 48 183 0 28 Apr 2022
Self-Calibrated Efficient Transformer for Lightweight Super-Resolution Wenbin Zou Tian-Chun Ye Weixin Zheng Yunchen Zhang Liang Chen Yi Wu ViT 28 35 0 19 Apr 2022
Residual Swin Transformer Channel Attention Network for Image Demosaicing W. Xing K. Egiazarian ViT 19 14 0 14 Apr 2022
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training Yuanhao Cai Xiaowan Hu Haoqian Wang Yulun Zhang Hanspeter Pfister D. Wei 26 64 0 06 Apr 2022
Connections between Deep Equilibrium and Sparse Representation Models with Application to Hyperspectral Image Denoising A. Gkillas D. Ampeliotis K. Berberidis 29 15 0 29 Mar 2022
Unsupervised Image Deraining: Optimization Model Driven Deep CNN Changfeng Yu Yi Chang Yi Li Xile Zhao Luxin Yan 25 29 0 25 Mar 2022
CRISPnet: Color Rendition ISP Net Matheus Souza Wolfgang Heidrich 19 2 0 20 Mar 2022
HIPA: Hierarchical Patch Transformer for Single Image Super Resolution Qing Cai Yiming Qian Jinxing Li Junjie Lv Yee-Hong Yang Feng Wu Dafan Zhang 25 28 0 19 Mar 2022
TAPE: Task-Agnostic Prior Embedding for Image Restoration Lin Liu Lingxi Xie Xiaopeng Zhang Shanxin Yuan Xiangyu Chen Wen-gang Zhou Houqiang Li Qi Tian 10 53 0 11 Mar 2022
PyNET-QxQ: An Efficient PyNET Variant for QxQ Bayer Pattern Demosaicing in CMOS Image Sensors Minhyeok Cho Haechang Lee Hyunwoo Je Kijeong Kim Dongil Ryu Albert No 33 3 0 08 Mar 2022
Adaptive Cross-Layer Attention for Image Restoration Yancheng Wang N. Xu Yingzhen Yang 29 3 0 04 Mar 2022
Selective Residual M-Net for Real Image Denoising Chi-Mao Fan Tsung-Jung Liu Kuan-Hsien Liu 34 20 0 03 Mar 2022
3D Common Corruptions and Data Augmentation Oğuzhan Fatih Kar Teresa Yeo Andrei Atanov Amir Zamir 3DPC 53 107 0 02 Mar 2022
A Note on Machine Learning Approach for Computational Imaging Bin Dong 33 0 0 24 Feb 2022
Alternative design of DeepPDNet in the context of image restoration Mingyuan Jiu N. Pustelnik 27 2 0 20 Feb 2022
Supervision by Denoising for Medical Image Segmentation Sean I. Young Adrian Dalca Enzo Ferrante Polina Golland Christopher A. Metzler Bruce Fischl Juan Eugenio Iglesias 29 4 0 07 Feb 2022
ROMNet: Renovate the Old Memories Runsheng Xu Zhengzhong Tu Yuanqi Du Xiaoyu Dong Jinlong Li Zibo Meng Jiaqi Ma Yu Hongkai 26 1 0 05 Feb 2022
Tutorial on amortized optimization Brandon Amos OffRL 78 43 0 01 Feb 2022
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex Regularization Samuel Hurault Arthur Leclaire Nicolas Papadakis 58 72 0 31 Jan 2022
Deep Networks for Image and Video Super-Resolution Kuldeep Purohit Srimanta Mandal A. N. Rajagopalan SupR 27 0 0 28 Jan 2022
Deep Image Deblurring: A Survey Kaihao Zhang Wenqi Ren Wenhan Luo Wei-Sheng Lai B. Stenger Ming-Hsuan Yang Hongdong Li 98 238 0 26 Jan 2022
Improving Performance of Semantic Segmentation CycleGANs by Noise Injection into the Latent Segmentation Space Jonas Löhdefink Tim Fingscheidt 26 2 0 17 Jan 2022
On Maximum-a-Posteriori estimation with Plug & Play priors and stochastic gradient descent R. Laumont Valentin De Bortoli Andrés Almansa J. Delon Alain Durmus Marcelo Pereyra 25 25 0 16 Jan 2022
Fast and High-Quality Image Denoising via Malleable Convolutions Yi Ding Bartlomiej Wronski B. Mildenhall Jonathan T. Barron Zhangyang Wang Tianfan Xue 46 8 0 02 Jan 2022
Exploring Inter-frequency Guidance of Image for Lightweight Gaussian Denoising Zhuang Jia 33 2 0 22 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 85 0 19 Dec 2021
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flow Ze-Feng Zhang A. Yezzi Guillermo Gallego 3DV 28 33 0 12 Dec 2021
DeepRLS: A Recurrent Network Architecture with Least Squares Implicit Layers for Non-blind Image Deconvolution Iaroslav Koshelev Daniil Selikhanovych Stamatios Lefkimmiatis 27 0 0 10 Dec 2021
Enhancing Multi-Scale Implicit Learning in Image Super-Resolution with Integrated Positional Encoding Ying-Tian Liu Yuanchen Guo Song-Hai Zhang SupR 27 11 0 10 Dec 2021
Improving Image Restoration by Revisiting Global Information Aggregation Xiaojie Chu Liangyu Chen Chengpeng Chen Xin Lu 25 88 0 08 Dec 2021
Image Compressed Sensing Using Non-local Neural Network Wenxue Cui Shaohui Liu F. Jiang Debin Zhao 31 65 0 07 Dec 2021
On the Robustness and Generalization of Deep Learning Driven Full Waveform Inversion Chengyuan Deng Youzuo Lin OOD 28 2 0 28 Nov 2021
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image Prior Metin Ersin Arican Ozgur Kara G. Bredell E. Konukoglu 33 17 0 27 Nov 2021
Learning Discriminative Shrinkage Deep Networks for Image Deconvolution Pin-Hung Kuo Jin-shan Pan Shao-Yi Chien Ming-Hsuan Yang 49 1 0 27 Nov 2021
$Recovery of Continuous 3D Refractive Index Maps from Discrete Intensity-Only Measurements using Neural Fields$ Recovery of Continuous 3D Refractive Index Maps from Discrete Intensity-Only Measurements using Neural Fields Renhao Liu Yu Sun Jiabei Zhu Lei Tian Ulugbek Kamilov 19 80 0 27 Nov 2021
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 85 2,135 0 18 Nov 2021
Functional Neural Networks for Parametric Image Restoration Problems Fangzhou Luo Xiaolin Wu Yanhui Guo SupR 21 14 0 30 Oct 2021
RBSRICNN: Raw Burst Super-Resolution through Iterative Convolutional Neural Network Rao Muhammad Umer C. Micheloni SupR 34 2 0 25 Oct 2021
Learning to Learn Graph Topologies Xingyue Pu Tianyue Cao Xiaoyun Zhang Xiaowen Dong Siheng Chen 35 39 0 19 Oct 2021