Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

13 August 2016

Lei Zhang

Papers citing "Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising"

50 / 1,687 papers shown

Title
Equipping Diffusion Models with Differentiable Spatial Entropy for Low-Light Image Enhancement Wenyi Lian W. Lian Ziwei Luo DiffM 29 1 0 15 Apr 2024
WiTUnet: A U-Shaped Architecture Integrating CNN and Transformer for Improved Feature Alignment and Local Information Fusion Bin Wang Fei Deng Peifan Jiang Shuang Wang Xiao Han Zhixuan Zhang MedIm 23 6 0 15 Apr 2024
NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark Dataset Rongjian Xu Zhilu Zhang Ren-Rong Wu Wangmeng Zuo 46 2 0 12 Apr 2024
LIPT: Latency-aware Image Processing Transformer Junbo Qiao Wei Li Haizhen Xie Hanting Chen Yunshuai Zhou Zhijun Tu Jie Hu Shaohui Lin SupR VLM 39 1 0 09 Apr 2024
Certified PEFTSmoothing: Parameter-Efficient Fine-Tuning with Randomized Smoothing Chengyan Fu Wenjie Wang AAML 27 0 0 08 Apr 2024
Empowering Image Recovery_ A Multi-Attention Approach Juan Wen Yawei Li Chao Zhang Weiyan Hou Radu Timofte Luc Van Gool 35 0 0 06 Apr 2024
Real-time Noise Source Estimation of a Camera System from an Image and Metadata Maik Wischow Patrick Irmisch Anko Boerner Guillermo Gallego 24 0 0 04 Apr 2024
JDEC: JPEG Decoding via Enhanced Continuous Cosine Coefficients Woo Kyoung Han Sunghoon Im Jaedeok Kim Kyong Hwan Jin 28 2 0 03 Apr 2024
Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration Akshay Dudhane Omkar Thawakar Syed Waqas Zamir Salman Khan Fahad Shahbaz Khan Ming-Hsuan Yang AI4CE 38 6 0 02 Apr 2024
GAMA-IR: Global Additive Multidimensional Averaging for Fast Image Restoration Youssef Mansour Reinhard Heckel 36 0 0 31 Mar 2024
IPT-V2: Efficient Image Processing Transformer using Hierarchical Attentions Zhijun Tu Kunpeng Du Hanting Chen Hai-lin Wang Wei Li Jie Hu Yunhe Wang ViT 39 4 0 31 Mar 2024
SGDFormer: One-stage Transformer-based Architecture for Cross-Spectral Stereo Image Guided Denoising Runmin Zhang Zhuopu Yu Zehua Sheng Jiacheng Ying Sixi Cao Shu-Jie Chen Bailin Yang Junwei Li Hui-Liang Shen 21 3 0 30 Mar 2024
Towards Image Ambient Lighting Normalization Florin-Alexandru Vasluianu Tim Seizinger Zongwei Wu Rakesh Ranjan Radu Timofte DiffM 49 2 0 27 Mar 2024
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational Autoencoder Dihan Zheng Yihang Zou Xiaowen Zhang Chenglong Bao DiffM 21 0 0 26 Mar 2024
Transfer CLIP for Generalizable Image Denoising Junting Cheng Dong Liang Shan Tan VLM 35 12 0 22 Mar 2024
AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation Yuning Cui Syed Waqas Zamir Salman Khan Alois Knoll Mubarak Shah Fahad Shahbaz Khan 27 17 0 21 Mar 2024
denoiSplit: a method for joint image splitting and unsupervised denoising Ashesh Ashesh Florian Jug 24 0 0 18 Mar 2024
VmambaIR: Visual State Space Model for Image Restoration Yuan Shi Bin Xia Xiaoyu Jin Xing Wang Tianyu Zhao Xin Xia Xuefeng Xiao Wenming Yang 42 53 0 18 Mar 2024
Overcoming Distribution Shifts in Plug-and-Play Methods with Test-Time Training Edward P. Chandler S. Shoushtari Jiaming Liu M. Salman Asif Ulugbek S. Kamilov OOD 29 1 0 15 Mar 2024
How Powerful Potential of Attention on Image Restoration? Cong Wang Jinshan Pan Yeying Jin Liyan Wang Wei Wang Gang Fu Wenqi Ren Xiaochun Cao ViT 28 1 0 15 Mar 2024
Unsupervised Modality-Transferable Video Highlight Detection with Representation Activation Sequence Learning Tingtian Li Zixun Sun Xinyu Xiao 30 3 0 14 Mar 2024
Mitigate Target-level Insensitivity of Infrared Small Target Detection via Posterior Distribution Modeling Haoqing Li Jinfu Yang Yifei Xu Runshi Wang 19 0 0 13 Mar 2024
Efficient Diffusion Model for Image Restoration by Residual Shifting Zongsheng Yue Jianyi Wang Chen Change Loy DiffM 32 36 0 12 Mar 2024
Boosting Image Restoration via Priors from Pre-trained Models Xiaogang Xu Shu Kong Tao Hu Zhe Liu Hujun Bao VLM DiffM 36 2 0 11 Mar 2024
A self-supervised CNN for image watermark removal Chunwei Tian Menghua Zheng Tiancai Jiao Wangmeng Zuo Yanning Zhang Chia-Wen Lin SSL 32 12 0 09 Mar 2024
Fast, nonlocal and neural: a lightweight high quality solution to image denoising Yu Guo Axel Davy Gabriele Facciolo Jean-Michel Morel Qiyu Jin 23 16 0 06 Mar 2024
Perceptive self-supervised learning network for noisy image watermark removal Chunwei Tian Menghua Zheng Bo Li Yanning Zhang Shichao Zhang David C. Zhang 25 22 0 04 Mar 2024
Listening to the Noise: Blind Denoising with Gibbs Diffusion David Heurtel-Depeiges C. Margossian Ruben Ohana Bruno Régaldo-Saint Blancard DiffM 35 1 0 29 Feb 2024
Atmospheric Turbulence Removal with Video Sequence Deep Visual Priors P. Hill Nantheera Anantrasirichai A. Achim D. R. Bull 19 0 0 29 Feb 2024
LoDIP: Low light phase retrieval with deep image prior Raunak Manekar Elisa Negrini Minh Pham Daniel Jacobs Jaideep Srivastava 18 0 0 27 Feb 2024
Purified and Unified Steganographic Network Guobiao Li Sheng Li Zicong Luo Zhenxing Qian Xinpeng Zhang 17 4 0 27 Feb 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model Hang Guo Jinmin Li Tao Dai Zhihao Ouyang Xudong Ren Shu-Tao Xia Mamba 55 200 0 23 Feb 2024
Bagged Deep Image Prior for Recovering Images in the Presence of Speckle Noise Xi Chen Zhewen Hou Christopher A. Metzler A. Maleki S. Jalali 26 5 0 23 Feb 2024
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey Sébastien Herbreteau Charles Kervrann OOD 35 0 0 23 Feb 2024
RFI-DRUnet: Restoring dynamic spectra corrupted by radio frequency interference -- Application to pulsar observations Xiao Zhang I. Cognard Nicolas Dobigeon 16 1 0 21 Feb 2024
A unified framework of non-local parametric methods for image denoising Sébastien Herbreteau Charles Kervrann 17 0 0 21 Feb 2024
The Expected Loss of Preconditioned Langevin Dynamics Reveals the Hessian Rank Amitay Bar Rotem Mulayoff T. Michaeli Ronen Talmon 58 0 0 21 Feb 2024
Hybrid Training of Denoising Networks to Improve the Texture Acutance of Digital Cameras Raphaël Achddou Y. Gousseau Saïd Ladjal 19 0 0 20 Feb 2024
Denoising OCT Images Using Steered Mixture of Experts with Multi-Model Inference Aytaç Özkan E. Stoykova Thomas Sikora Violeta Madjarova 13 1 0 20 Feb 2024
Regularization by denoising: Bayesian model and Langevin-within-split Gibbs sampling Elhadji C. Faye Mame Diarra Fall N. Dobigeon 25 4 0 19 Feb 2024
Enhancing signal detectability in learning-based CT reconstruction with a model observer inspired loss function Megan Lantz E. Sidky Ingrid S. Reiser Xiaochuan Pan Gregory Ongie 42 1 0 15 Feb 2024
DestripeCycleGAN: Stripe Simulation CycleGAN for Unsupervised Infrared Image Destriping Shiqi Yang Hanlin Qin Shuai Yuan Xiang Yan Hossein Rahmani 31 6 0 14 Feb 2024
Color Image Denoising Using The Green Channel Prior Zhaoming Kong Xiaowei Yang 28 0 0 13 Feb 2024
Learning pseudo-contractive denoisers for inverse problems Deliang Wei Peng Chen Fang Li 22 4 0 08 Feb 2024
Joint End-to-End Image Compression and Denoising: Leveraging Contrastive Learning and Multi-Scale Self-ONNs Yuxin Xie Li Yu Farhad Pakdaman M. Gabbouj 13 2 0 08 Feb 2024
Analysis of Deep Image Prior and Exploiting Self-Guidance for Image Reconstruction S. Liang Evan Bell Qing Qu Rongrong Wang S. Ravishankar 25 5 0 06 Feb 2024
Rethinking RGB Color Representation for Image Restoration Models Jaerin Lee J. Park Sungyong Baik Kyoung Mu Lee 19 1 0 05 Feb 2024
Training Implicit Networks for Image Deblurring using Jacobian-Free Backpropagation Linghai Liu Shuaicheng Tong Lisa Zhao 21 1 0 03 Feb 2024
BVI-Lowlight: Fully Registered Benchmark Dataset for Low-Light Video Enhancement Nantheera Anantrasirichai Ruirui Lin A. Malyugina David Bull 86 2 0 03 Feb 2024
LIR: A Lightweight Baseline for Image Restoration Dongqi Fan Ting Yue Xin Zhao Renjing Xu Liang Chang 25 0 0 02 Feb 2024