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Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration

12 August 2015

Papers citing "Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration"

50 / 376 papers shown

Title
Equivariance Regularization for Image Reconstruction Junqi Tang 61 2 0 10 Feb 2022
FN-Net:Remove the Outliers by Filtering the Noise Kai Lv 54 0 0 23 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 67 26 0 16 Jan 2022
Model-Based Image Signal Processors via Learnable Dictionaries Marcos V. Conde Jingyu Sun Matteo Maggioni Alevs Leonardis Eduardo Pérez-Pellitero DiffM 114 46 0 10 Jan 2022
Hyperspectral Image Denoising Using Non-convex Local Low-rank and Sparse Separation with Spatial-Spectral Total Variation Regularization Chong Peng Yang Liu Yongyong Chen Xinxing Wu Andrew Cheng Zhao Kang Chenglizhao Chen Q. Cheng 73 22 0 08 Jan 2022
Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization Tianshuo Xu Lijiang Li Peng Mi Xiawu Zheng Chia-Wen Lin G. Jiang Yiyi Zhou Wei Zhang SupR 55 8 0 04 Jan 2022
Fast and High-Quality Image Denoising via Malleable Convolutions Yi Ding Bartlomiej Wronski B. Mildenhall Jonathan T. Barron Zhangyang Wang Tianfan Xue 71 8 0 02 Jan 2022
Exploring Inter-frequency Guidance of Image for Lightweight Gaussian Denoising Zhuang Jia 35 2 0 22 Dec 2021
A Novel Image Denoising Algorithm Using Concepts of Quantum Many-Body Theory S. Dutta Adrian Basarab B. Georgeot Denis Kouamé 76 27 0 16 Dec 2021
Embedding Gradient-based Optimization in Image Registration Networks Huaqi Qiu Kerstin Hammernik C. Qin Chong Chen Daniel Rueckert 95 11 0 07 Dec 2021
Image Compressed Sensing Using Non-local Neural Network Wenxue Cui Shaohui Liu F. Jiang Debin Zhao 101 66 0 07 Dec 2021
Attribute Artifacts Removal for Geometry-based Point Cloud Compression Xihua Sheng Li Li Dong Liu Zhiwei Xiong 3DPC 61 26 0 01 Dec 2021
FINO: Flow-based Joint Image and Noise Model Lanqing Guo Siyu Huang Haosen Liu Bihan Wen 53 5 0 11 Nov 2021
An Effective Image Restorer: Denoising and Luminance Adjustment for Low-photon-count Imaging Shansi Zhang E. Lam 33 2 0 29 Oct 2021
Robust lEarned Shrinkage-Thresholding (REST): Robust unrolling for sparse recover Wei Pu Chao Zhou Yonina C. Eldar M. Rodrigues OOD 57 1 0 20 Oct 2021
Memory-Augmented Deep Unfolding Network for Compressive Sensing Jie Song Bin Chen Jian Zhang 90 94 0 19 Oct 2021
Gradient Step Denoiser for convergent Plug-and-Play Samuel Hurault Arthur Leclaire Nicolas Papadakis 70 97 0 07 Oct 2021
Towards Flexible Blind JPEG Artifacts Removal Jiaxi Jiang Peng Sun Radu Timofte 122 111 0 29 Sep 2021
Dynamic Attentive Graph Learning for Image Restoration Chong Mou Jian Zhang Zhuoyuan Wu DiffM 115 83 0 14 Sep 2021
Designing Rotationally Invariant Neural Networks from PDEs and Variational Methods Tobias Alt Karl Schrader Joachim Weickert Pascal Peter M. Augustin 80 4 0 31 Aug 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 198 2,982 0 23 Aug 2021
DCT2net: an interpretable shallow CNN for image denoising Sébastien Herbreteau Charles Kervrann 20 22 0 31 Jul 2021
Connections between Numerical Algorithms for PDEs and Neural Networks Tobias Alt Karl Schrader M. Augustin Pascal Peter Joachim Weickert PINN 68 22 0 30 Jul 2021
Adaptive Denoising via GainTuning S. Mohan Joshua L. Vincent R. Manzorro Peter A Crozier Eero P. Simoncelli C. Fernandez‐Granda 74 24 0 27 Jul 2021
Meta-Optimization of Deep CNN for Image Denoising Using LSTM B. Alawode M. Alfarraj 18 3 0 14 Jul 2021
R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery Rongkai Zhang Jiang Zhu Zhiyuan Zha Justin Dauwels Bihan Wen 70 6 0 12 Jul 2021
Details Preserving Deep Collaborative Filtering-Based Method for Image Denoising B. Alawode M. Masood Tarig Ballal Tareq Al-Naffouri SupR 13 0 0 11 Jul 2021
On Measuring and Controlling the Spectral Bias of the Deep Image Prior Prithvijit Chakrabarty Pascal Mettes Subhransu Maji Cees G. M. Snoek 102 62 0 02 Jul 2021
Inverting Adversarially Robust Networks for Image Synthesis Renan A. Rojas-Gomez Raymond A. Yeh Minh Do A. Nguyen 52 5 0 13 Jun 2021
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable Approach Ahmed Abbas Paul Swoboda 53 14 0 06 Jun 2021
Physics-Guided Discovery of Highly Nonlinear Parametric Partial Differential Equations Yingtao Luo Qiang Liu Yuntian Chen Wenbo Hu Tian Tian Jun Zhu DiffM 113 4 0 02 Jun 2021
Learning a Model-Driven Variational Network for Deformable Image Registration Xi Jia A. Thorley Wei Chen Huaqi Qiu Linlin Shen ... A. Leonardis A. de Marvao D. O’Regan Daniel Rueckert Jinming Duan MedIm 82 31 0 25 May 2021
SSCAN: A Spatial-spectral Cross Attention Network for Hyperspectral Image Denoising Zhiqiang Wang Z. Shao Xiao Huang Jiaming Wang Tao Lu Sihang Zhang 53 11 0 23 May 2021
Texture Generation with Neural Cellular Automata A. Mordvintsev Eyvind Niklasson E. Randazzo 39 9 0 15 May 2021
Network Architecture Search for Face Enhancement R. Yasarla Hamid Reza Vaezi Joze Vishal M. Patel CVBM 49 4 0 13 May 2021
Disentangling Noise from Images: A Flow-Based Image Denoising Neural Network Yang Liu Saeed Anwar Zhenyue Qin Pan Ji Sabrina Caldwell Tom Gedeon OOD 75 16 0 11 May 2021
LINN: Lifting Inspired Invertible Neural Network for Image Denoising Jun-Jie Huang Pier Luigi Dragotti AI4CE 61 15 0 07 May 2021
Toward Interactive Modulation for Photo-Realistic Image Restoration Haoming Cai Jingwen He Qiao Yu Chao Dong GAN 63 18 0 07 May 2021
Feasibility-based Fixed Point Networks Howard Heaton Samy Wu Fung A. Gibali W. Yin 57 26 0 29 Apr 2021
Invertible Denoising Network: A Light Solution for Real Noise Removal Yang Liu Zhenyue Qin Saeed Anwar Pan Ji Dongwoo Kim Sabrina Caldwell Tom Gedeon 137 144 0 21 Apr 2021
Fixed-Point and Objective Convergence of Plug-and-Play Algorithms Pravin Nair Ruturaj G. Gavaskar K. Chaudhury 97 39 0 21 Apr 2021
Learning to Jointly Deblur, Demosaick and Denoise Raw Images Thomas Eboli Jian Sun Jean Ponce 98 1 0 13 Apr 2021
Searching Efficient Model-guided Deep Network for Image Denoising Qiang Ning W. Dong Xin Li Jinjian Wu Leida Li Guangming Shi 60 7 0 06 Apr 2021
Variational Deep Image Denoising Jae Woong Soh N. Cho OOD 30 1 0 02 Apr 2021
Translating Numerical Concepts for PDEs into Neural Architectures Tobias Alt Pascal Peter Joachim Weickert Karl Schrader 67 6 0 29 Mar 2021
Transitional Learning: Exploring the Transition States of Degradation for Blind Super-resolution Yuanfei Huang Jie Li Yanting Hu Xinbo Gao Huan Huang 57 5 0 29 Mar 2021
Asymmetric CNN for image super-resolution Chunwei Tian Yong-mei Xu W. Zuo Chia-Wen Lin David C. Zhang SupR 70 97 0 25 Mar 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 266 237 0 23 Mar 2021
Bayesian Imaging With Data-Driven Priors Encoded by Neural Networks: Theory, Methods, and Algorithms M. Holden Marcelo Pereyra K. Zygalakis MedIm 51 28 0 18 Mar 2021
COLA-Net: Collaborative Attention Network for Image Restoration Chong Mou Jian Zhang Xiaopeng Fan Hangfan Liu Ronggang Wang 63 76 0 10 Mar 2021