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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
MoiréXNet: Adaptive Multi-Scale Demoiréing with Linear Attention Test-Time Training and Truncated Flow Matching Prior Liangyan Li Yimo Ning Kevin Le Wei Dong Yunzhe Li Jun Chen Xiaohong Liu 15 0 0 19 Jun 2025
A Tree-guided CNN for image super-resolution Chunwei Tian Mingjian Song Xiaopeng Fan Xiangtao Zheng Bob Zhang David C. Zhang SupR 55 0 0 03 Jun 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing Mehmet Yamaç Muhammad Numan Yousaf S. Kiranyaz Moncef Gabbouj 60 1 0 17 Apr 2025
ZipIR: Latent Pyramid Diffusion Transformer for High-Resolution Image Restoration Yongsheng Yu Haitian Zheng Zhifei Zhang Jianming Zhang Yuqian Zhou Connelly Barnes Yixiao Liu Wei Xiong Zhe Lin Jiebo Luo 132 0 0 11 Apr 2025
Universal Architectures for the Learning of Polyhedral Norms and Convex Regularizers M. Unser Stanislas Ducotterd 112 0 0 24 Mar 2025
Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration Yawei Li Bin Ren Christos Sakaridis Rakesh Ranjan Mengyuan Liu N. Sebe Ming-Hsuan Yang Luca Benini 101 0 0 22 Mar 2025
Multi-level Attention-guided Graph Neural Network for Image Restoration Jiatao Jiang Zhen Cui Chunyan Xu Jian Yang 85 0 0 26 Feb 2025
MambaLiteSR: Image Super-Resolution with Low-Rank Mamba using Knowledge Distillation Romina Aalishah Mozhgan Navardi T. Mohsenin Mamba 165 0 0 21 Feb 2025
LMS-Net: A Learned Mumford-Shah Network For Few-Shot Medical Image Segmentation Shanghang Zhang Fan Jia X. Li Hao Zhang Jun Shi Liyan Ma Shihui Ying 113 0 0 08 Feb 2025
Modeling Dual-Exposure Quad-Bayer Patterns for Joint Denoising and Deblurring Yuzhi Zhao L. Po Xin Ye Yongzhe Xu Qiong Yan 141 2 0 10 Dec 2024
Controlled Learning of Pointwise Nonlinearities in Neural-Network-Like Architectures Michael Unser Alexis Goujon Stanislas Ducotterd 120 2 0 23 Aug 2024
A Unified Plug-and-Play Algorithm with Projected Landweber Operator for Split Convex Feasibility Problems Shuchang Zhang Hongxia Wang 54 0 0 22 Aug 2024
Re-boosting Self-Collaboration Parallel Prompt GAN for Unsupervised Image Restoration Xin Lin Yuyan Zhou Jingtong Yue Chao Ren Kelvin C. K. Chan Lu Qi Ming-Hsuan Yang 99 2 0 17 Aug 2024
Image Denoising Using Green Channel Prior Zhaoming Kong Fangxi Deng Xiaowei Yang 78 0 0 12 Aug 2024
HPPP: Halpern-type Preconditioned Proximal Point Algorithms and Applications to Image Restoration Shuchang Zhang Hui Zhang Hongxia Wang 133 0 0 18 Jul 2024
Backdoor Attacks against Image-to-Image Networks Wenbo Jiang Hongwei Li Jiaming He Rui Zhang Guowen Xu Tianwei Zhang Rongxing Lu AAML 69 5 0 15 Jul 2024
Heterogeneous window transformer for image denoising Chunwei Tian Menghua Zheng Chia-Wen Lin Zhiwu Li David C. Zhang ViT 68 15 0 08 Jul 2024
AnySR: Realizing Image Super-Resolution as Any-Scale, Any-Resource Wengyi Zhan Mingbao Lin Chia-Wen Lin Rongrong Ji 74 3 0 05 Jul 2024
Graph Neural Reaction Diffusion Models Moshe Eliasof Eldad Haber Eran Treister DiffM AI4CE 93 3 0 16 Jun 2024
Schur's Positive-Definite Network: Deep Learning in the SPD cone with structure Can Pouliquen Mathurin Massias Titouan Vayer 168 0 0 13 Jun 2024
Neuroexplicit Diffusion Models for Inpainting of Optical Flow Fields Tom Fischer Pascal Peter Joachim Weickert Eddy Ilg DiffM AI4CE 55 0 0 23 May 2024
JDEC: JPEG Decoding via Enhanced Continuous Cosine Coefficients Woo Kyoung Han Sunghoon Im Jaedeok Kim Kyong Hwan Jin 77 2 0 03 Apr 2024
A Heterogeneous Dynamic Convolutional Neural Network for Image Super-resolution Chunwei Tian Xuanyu Zhang Jia Ren Wangmeng Zuo Yanning Zhang Chia-Wen Lin SupR 53 1 0 24 Feb 2024
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey Sébastien Herbreteau Charles Kervrann OOD 76 0 0 23 Feb 2024
A unified framework of non-local parametric methods for image denoising Sébastien Herbreteau Charles Kervrann 107 0 0 21 Feb 2024
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation Jeongwhan Choi Hyowon Wi C. Lee Sung-Bae Cho Dongha Lee Noseong Park DiffM 79 2 0 27 Dec 2023
Rotation Equivariant Proximal Operator for Deep Unfolding Methods in Image Restoration J. Fu Qi Xie Deyu Meng Zongben Xu 94 8 0 25 Dec 2023
DiffuseRAW: End-to-End Generative RAW Image Processing for Low-Light Images Rishit Dagli 56 2 0 13 Dec 2023
LuminanceL1Loss: A loss function which measures percieved brightness and colour differences Dominic De Jonge 62 0 0 08 Nov 2023
Image super-resolution via dynamic network Chunwei Tian Xuanyu Zhang Qi Zhang Mingming Yang Zhaojie Ju SupR 70 14 0 16 Oct 2023
A cross Transformer for image denoising Chunwei Tian Menghua Zheng Wangmeng Zuo Shichao Zhang Yanning Zhang Chia-Wen Lin ViT 56 86 0 16 Oct 2023
Learning Weakly Convex Regularizers for Convergent Image-Reconstruction Algorithms Alexis Goujon Sebastian Neumayer M. Unser 94 24 0 21 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan Xingyu Wang Wenjun Zeng Xinchao Wang Zhibo Chen 104 87 0 18 Aug 2023
Unsupervised Image Denoising in Real-World Scenarios via Self-Collaboration Parallel Generative Adversarial Branches X. Lin Chao Ren Xiao Liu Jie Huang Yinjie Lei 64 29 0 13 Aug 2023
Nest-DGIL: Nesterov-optimized Deep Geometric Incremental Learning for CS Image Reconstruction Xiaohong Fan Yin Yang Ke-long Chen Yujie Feng Jianping Zhang 52 6 0 06 Aug 2023
Random Sub-Samples Generation for Self-Supervised Real Image Denoising Yizhong Pan Xiao Liu Xiangyu Liao Yuanzhouhan Cao Chao Ren DiffM 71 28 0 31 Jul 2023
Semantic Image Completion and Enhancement using GANs Priyansh Saxena Raahat Gupta Akshat Maheshwari Saumil Maheshwari VLM 134 1 0 27 Jul 2023
Deep Physics-Guided Unrolling Generalization for Compressed Sensing Bin Chen Jie Song Jingfen Xie Jian Zhang AI4CE 100 14 0 18 Jul 2023
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Chao Wang 65 4 0 15 Jul 2023
Dynamic Path-Controllable Deep Unfolding Network for Compressive Sensing Jie Song Bin Chen Jian Zhang 64 51 0 28 Jun 2023
Normalization-Equivariant Neural Networks with Application to Image Denoising Sébastien Herbreteau E. Moebel Charles Kervrann 49 11 0 08 Jun 2023
Super-Resolution of License Plate Images Using Attention Modules and Sub-Pixel Convolution Layers Valfride Nascimento Rayson Laroca Jorge de A. Lambert William Robson Schwartz David Menotti ViT 65 18 0 27 May 2023
A Dive into SAM Prior in Image Restoration Zeyu Xiao Jiawang Bai Zhihe Lu Zhiwei Xiong 71 17 0 23 May 2023
Sparsity and Coefficient Permutation Based Two-Domain AMP for Image Block Compressed Sensing Junhui Li Xingsong Hou Huake Wang Shuhao Bi 50 0 0 22 May 2023
Can SAM Boost Video Super-Resolution? Zhihe Lu Zeyu Xiao Jiawang Bai Zhiwei Xiong Xinchao Wang 75 24 0 11 May 2023
Real-World Denoising via Diffusion Model Chenghan Yang Lijing Liang Zhixun Su DiffM 115 17 0 08 May 2023
Dual Residual Attention Network for Image Denoising Wencong Wu Shijie Liu Yi Zhou Yungang Zhang Yu Xiang 65 75 0 07 May 2023
Optimization-Inspired Cross-Attention Transformer for Compressive Sensing Jie Song Chong Mou Shiqi Wang Siwei Ma Jian Zhang 93 38 0 27 Apr 2023
A Comparison of Image Denoising Methods Zhaoming Kong Fang Deng Haomin Zhuang Jun Yu Lifang He Xiaowei Yang 103 7 0 18 Apr 2023
Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement Nancy Mehta Akshay Dudhane Subrahmanyam Murala Syed Waqas Zamir Salman Khan Fahad Shahbaz Khan 75 17 0 13 Apr 2023