INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration

23 January 2025

Papers citing "INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration"

50 / 52 papers shown

Title
LatentINDIGO: An INN-Guided Latent Diffusion Algorithm for Image Restoration Di You Daniel Siromani Pier Luigi Dragotti 122 0 0 19 May 2025
SING: Semantic Image Communications using Null-Space and INN-Guided Diffusion Models Jiakang Chen Selim F. Yilmaz Di You Pier Luigi Dragotti Deniz Gündüz DiffM 93 4 0 16 Mar 2025
PGDiff: Guiding Diffusion Models for Versatile Face Restoration via Partial Guidance Peiqing Yang Shangchen Zhou Qingyi Tao Chen Change Loy DiffM 75 37 0 19 Sep 2023
INDigo: An INN-Guided Probabilistic Diffusion Algorithm for Inverse Problems Di You Andreas Floros Pier Luigi Dragotti DiffM 134 5 0 05 Jun 2023
Exploiting Diffusion Prior for Real-World Image Super-Resolution Jianyi Wang Zongsheng Yue Shangchen Zhou Kelvin C. K. Chan Chen Change Loy 176 325 0 11 May 2023
DiffBFR: Bootstrapping Diffusion Model Towards Blind Face Restoration Xin Qiu Congying Han Zicheng Zhang Bonan li Tiande Guo Xuecheng Nie DiffM 99 18 0 08 May 2023
Generative Diffusion Prior for Unified Image Restoration and Enhancement Ben Fei Zhaoyang Lyu Liang Pan Junzhe Zhang Weidong Yang Tian-jian Luo Bo Zhang Bo Dai DiffM 135 193 0 03 Apr 2023
DR2: Diffusion-based Robust Degradation Remover for Blind Face Restoration Zhixin Wang Xiaoyun Zhang Ziying Zhang Huangjie Zheng Mingyuan Zhou Ya Zhang Yanfeng Wang DiffM 82 74 0 13 Mar 2023
Denoising Diffusion Probabilistic Models for Robust Image Super-Resolution in the Wild Hshmat Sahak Daniel Watson Chitwan Saharia David Fleet DiffM 79 53 0 15 Feb 2023
I $^2$ SB: Image-to-Image Schrödinger Bridge Guan-Horng Liu Arash Vahdat De-An Huang Evangelos A. Theodorou Weili Nie Anima Anandkumar DiffM 116 154 0 12 Feb 2023
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration Naoki Murata Koichi Saito Chieh-Hsin Lai Yuhta Takida Toshimitsu Uesaka Yuki Mitsufuji Stefano Ermon DiffM 142 54 0 30 Jan 2023
DifFace: Blind Face Restoration with Diffused Error Contraction Zongsheng Yue Chen Change Loy DiffM 110 84 0 13 Dec 2022
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model Yinhuai Wang Jiwen Yu Jian Zhang DiffM 160 461 0 01 Dec 2022
Knowledge Distillation based Degradation Estimation for Blind Super-Resolution Bin Xia Yulun Zhang Yitong Wang Yapeng Tian Wenming Yang Radu Timofte Luc Van Gool 91 32 0 30 Nov 2022
DOLCE: A Model-Based Probabilistic Diffusion Framework for Limited-Angle CT Reconstruction Jiaming Liu Rushil Anirudh Jayaraman J. Thiagarajan Stewart He K. A. Mohan Ulugbek S. Kamilov Hyojin Kim MedIm DiffM 67 68 0 22 Nov 2022
Parallel Diffusion Models of Operator and Image for Blind Inverse Problems Hyungjin Chung Jeongsol Kim Sehui Kim J. C. Ye DiffM 112 108 0 19 Nov 2022
Diffusion Posterior Sampling for General Noisy Inverse Problems Hyungjin Chung Jeongsol Kim Michael T. McCann M. Klasky J. C. Ye DiffM 118 864 0 29 Sep 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 198 3,981 0 26 Jul 2022
Towards Robust Blind Face Restoration with Codebook Lookup Transformer Shangchen Zhou Kelvin C. K. Chan Chongyi Li Chen Change Loy CVBM 79 239 0 22 Jun 2022
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 275 1,472 0 02 Jun 2022
VQFR: Blind Face Restoration with Vector-Quantized Dictionary and Parallel Decoder Yuchao Gu Xintao Wang Liangbin Xie Chao Dong Gengyan Li Ying Shan Mingg-Ming Cheng 82 124 0 13 May 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 372 851 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 372 1,435 0 24 Jan 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 569 15,840 0 20 Dec 2021
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction Hyungjin Chung Byeongsu Sim Jong Chul Ye MedIm DiffM 126 355 0 09 Dec 2021
Solving Inverse Problems in Medical Imaging with Score-Based Generative Models Yang Song Liyue Shen Lei Xing Stefano Ermon DiffM SyDa OffRL MedIm 123 533 0 15 Nov 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 490 1,666 0 10 Nov 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 196 2,977 0 23 Aug 2021
ILVR: Conditioning Method for Denoising Diffusion Probabilistic Models Jooyoung Choi Sungwon Kim Yonghyun Jeong Youngjune Gwon Sungroh Yoon DiffM 210 727 0 06 Aug 2021
SNIPS: Solving Noisy Inverse Problems Stochastically Bahjat Kawar Gregory Vaksman Michael Elad 106 201 0 31 May 2021
GAN Prior Embedded Network for Blind Face Restoration in the Wild Tao Yang Peiran Ren Xuansong Xie Lei Zhang GAN CVBM 94 280 0 13 May 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 314 8,006 0 11 May 2021
SRDiff: Single Image Super-Resolution with Diffusion Probabilistic Models Haoying Li Yifan Yang Meng Chang H. Feng Zhi-hai Xu Qi Li Yue-ting Chen DiffM 90 642 0 30 Apr 2021
Towards Real-World Blind Face Restoration with Generative Facial Prior Xintao Wang Yu Li Honglun Zhang Ying Shan CVBM 96 456 0 11 Jan 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 122 327 0 15 Dec 2020
Learning Spatial Attention for Face Super-Resolution Chaofeng Chen Dihong Gong Hao Wang Zhifeng Li Kwan-Yee K. Wong CVBM SupR 3DH 88 164 0 02 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 458 6,599 0 26 Nov 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 320 7,525 0 06 Oct 2020
Component Divide-and-Conquer for Real-World Image Super-Resolution Pengxu Wei Ziwei Xie Hannan Lu Zongyuan Zhan QiXiang Ye W. Zuo Liang Lin SupR 141 245 0 05 Aug 2020
Solving Linear Inverse Problems Using the Prior Implicit in a Denoiser Zahra Kadkhodaie Eero P. Simoncelli 94 86 0 27 Jul 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 918 18,495 0 19 Jun 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 119 537 0 12 May 2020
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 262 3,968 0 12 Jul 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 724 10,625 0 12 Dec 2018
i-RevNet: Deep Invertible Networks J. Jacobsen A. Smeulders Edouard Oyallon 85 334 0 20 Feb 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 399 11,975 0 11 Jan 2018
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 211 7,392 0 27 Oct 2017
The Reversible Residual Network: Backpropagation Without Storing Activations Aidan Gomez Mengye Ren R. Urtasun Roger C. Grosse 81 553 0 14 Jul 2017
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 279 3,727 0 26 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.4K 195,003 0 10 Dec 2015