Stimulating the Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling

8 July 2023

Papers citing "Stimulating the Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling"

27 / 27 papers shown

Title
Score Priors Guided Deep Variational Inference for Unsupervised Real-World Single Image Denoising Junting Cheng Tao Liu Shan Tan DiffM 60 14 0 09 Aug 2023
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model Yinhuai Wang Jiwen Yu Jian Zhang DiffM 95 447 0 01 Dec 2022
Noise2NoiseFlow: Realistic Camera Noise Modeling without Clean Images Ali Maleky Shayan Kousha M. S. Brown Marcus A. Brubaker VLM DiffM 52 21 0 02 Jun 2022
Simple Baselines for Image Restoration Liangyu Chen Xiaojie Chu Xinming Zhang Jian Sun 92 871 0 10 Apr 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 262 823 0 27 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero Feng Yu Radu Timofte Luc Van Gool DiffM 328 1,396 0 24 Jan 2022
Deblurring via Stochastic Refinement Jay Whang M. Delbracio Hossein Talebi Chitwan Saharia A. Dimakis P. Milanfar DiffM 70 273 0 05 Dec 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 153 2,203 0 18 Nov 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 179 2,893 0 23 Aug 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 181 7,765 0 11 May 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang Ling Shao 151 1,477 0 04 Feb 2021
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Shuyang Cheng Yuzhi Wang Haibin Huang Donghao Liu Haoqiang Fan Shuaicheng Liu 141 189 0 30 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 131 1,671 0 01 Dec 2020
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 294 6,409 0 26 Nov 2020
Plug-and-Play Image Restoration with Deep Denoiser Prior Peng Sun Yawei Li W. Zuo Lei Zhang Luc Van Gool Radu Timofte DiffM SupR 87 798 0 31 Aug 2020
Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation Zongsheng Yue Qian Zhao Lei Zhang Deyu Meng DiffM 62 203 0 12 Jul 2020
Noise Flow: Noise Modeling with Conditional Normalizing Flows A. Abdelhamed Marcus A. Brubaker M. S. Brown 44 174 0 22 Aug 2019
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 213 3,870 0 12 Jul 2019
A Poisson-Gaussian Denoising Dataset with Real Fluorescence Microscopy Images Yide Zhang Yinhao Zhu Evan L. Nichols Qingfei Wang Siyuan Zhang Cody J. Smith S. Howard 48 182 0 26 Dec 2018
Noise2Void - Learning Denoising from Single Noisy Images Alexander Krull T. Buchholz Florian Jug 103 1,102 0 27 Nov 2018
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks Xintao Wang Ke Yu Shixiang Wu Jinjin Gu Yihao Liu Chao Dong Chen Change Loy Yu Qiao Xiaoou Tang 125 3,718 0 01 Sep 2018
Training Deep Learning Based Denoisers without Ground Truth Data Shakarim Soltanayev S. Chun 60 123 0 04 Mar 2018
DeblurGAN: Blind Motion Deblurring Using Conditional Adversarial Networks Orest Kupyn Volodymyr Budzan Mykola Mykhailych Dmytro Mishkin Jirí Matas 3DV 74 1,459 0 19 Nov 2017
The Perception-Distortion Tradeoff Yochai Blau T. Michaeli SupR 121 810 0 16 Nov 2017
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising Peng Sun W. Zuo Lei Zhang 106 2,116 0 11 Oct 2017
Deep multi-scale video prediction beyond mean square error Michaël Mathieu Camille Couprie Yann LeCun GAN 122 1,882 0 17 Nov 2015
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 258 6,887 0 12 Mar 2015