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DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration

30 April 2025

Papers citing "DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration"

45 / 45 papers shown

Title
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Hao Li Xiang Chen Jiangxin Dong Jinhui Tang Jinshan Pan 115 3 0 02 Dec 2024
Taming Diffusion Models for Image Restoration: A Review Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schön 73 6 0 16 Sep 2024
Selective Hourglass Mapping for Universal Image Restoration Based on Diffusion Model Dian Zheng Xiao-Ming Wu Shuzhou Yang Jian Zhang Jianfang Hu Wei-Shi Zheng DiffM 76 37 0 17 Mar 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 97 235 0 23 Feb 2024
Language-driven All-in-one Adverse Weather Removal Hao Yang Liyuan Pan Yan Yang Wei Liang VLM KELM 78 21 0 03 Dec 2023
AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion Yitong Jiang Zhaoyang Zhang Tianfan Xue Liang Feng DiffM 88 45 0 16 Oct 2023
Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior Models Marien Renaud Jiaming Liu Valentin De Bortoli Andrés Almansa Ulugbek S. Kamilov 74 5 0 05 Oct 2023
Controlling Vision-Language Models for Multi-Task Image Restoration Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon VLM 135 39 0 02 Oct 2023
Residual Denoising Diffusion Models Jiawei Liu Qiang Wang Huijie Fan Yinong Wang Yandong Tang Liangqiong Qu DiffM 94 41 0 25 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 93 87 0 18 Aug 2023
Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models Litu Rout Negin Raoof Giannis Daras Constantine Caramanis A. Dimakis Sanjay Shakkottai DiffM 98 106 0 02 Jul 2023
ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration Jiaqi Ma Tianheng Cheng Guoli Wang Qian Zhang Xinggang Wang Lefei Zhang DiffM VLM 69 47 0 23 Jun 2023
Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image Restoration M. Delbracio P. Milanfar DiffM 90 121 0 20 Mar 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 69 149 0 12 Feb 2023
Image Restoration with Mean-Reverting Stochastic Differential Equations Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon DiffM 91 167 0 27 Jan 2023
Parallel Diffusion Models of Operator and Image for Blind Inverse Problems Hyungjin Chung Jeongsol Kim Sehui Kim J. C. Ye DiffM 87 108 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 111 857 0 29 Sep 2022
Restoring Vision in Adverse Weather Conditions with Patch-Based Denoising Diffusion Models Ozan Özdenizci Robert Legenstein DiffM 86 263 0 29 Jul 2022
Not Just Streaks: Towards Ground Truth for Single Image Deraining Yunhao Ba Howard Zhang Ethan Yang Akira Suzuki Arnold Pfahnl ... C. Melo Suya You Stefano Soatto A. Wong A. Kadambi 92 39 0 22 Jun 2022
Toward Real-world Single Image Deraining: A New Benchmark and Beyond Wei Li Qiming Zhang Jing Zhang Zhen Huang Xinmei Tian Dacheng Tao 76 23 0 11 Jun 2022
RestoreX-AI: A Contrastive Approach towards Guiding Image Restoration via Explainable AI Systems Aboli Rajan Marathe Pushkar Jain Rahee Walambe K. Kotecha 49 9 0 03 Apr 2022
MAXIM: Multi-Axis MLP for Image Processing Zhengzhong Tu Hossein Talebi Han Zhang Feng Yang P. Milanfar A. Bovik Yinxiao Li 101 478 0 09 Jan 2022
Deblurring via Stochastic Refinement Jay Whang M. Delbracio Hossein Talebi Chitwan Saharia A. Dimakis P. Milanfar DiffM 74 274 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 178 2,232 0 18 Nov 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 193 2,930 0 23 Aug 2021
Variational Diffusion Models Diederik P. Kingma Tim Salimans Ben Poole Jonathan Ho DiffM 181 1,130 0 01 Jul 2021
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 344 6,551 0 26 Nov 2020
Semantic Change Detection with Asymmetric Siamese Networks Kunping Yang Gui-Song Xia Zicheng Liu Bo Du Wen Yang Marcello Pelillo Liangpei Zhang 80 35 0 12 Oct 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 286 7,454 0 06 Oct 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 658 18,276 0 19 Jun 2020
NH-HAZE: An Image Dehazing Benchmark with Non-Homogeneous Hazy and Haze-Free Images C. Ancuti Cosmin Ancuti Radu Timofte 75 281 0 07 May 2020
Multi-Scale Progressive Fusion Network for Single Image Deraining Kui Jiang Zhongyuan Wang Peng Yi Chong Chen Baojin Huang Yimin Luo Jiayi Ma Junjun Jiang 76 593 0 24 Mar 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,559 0 03 Dec 2019
Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images C. Ancuti Cosmin Ancuti M. Sbert Radu Timofte 50 299 0 05 Apr 2019
Deep Retinex Decomposition for Low-Light Enhancement Chen Wei Wenjing Wang Wenhan Yang Jiaying Liu 102 1,725 0 14 Aug 2018
Density-aware Single Image De-raining using a Multi-stream Dense Network He Zhang Vishal M. Patel 112 856 0 21 Feb 2018
Benchmarking Single Image Dehazing and Beyond Boyi Li Wenqi Ren Dengpan Fu Dacheng Tao Dan Feng Wenjun Zeng Zhangyang Wang VLM 70 1,537 0 12 Dec 2017
Attentive Generative Adversarial Network for Raindrop Removal from a Single Image Rui Qian R. Tan Wenhan Yang Jiajun Su Jiaying Liu GAN 99 636 0 28 Nov 2017
DesnowNet: Context-Aware Deep Network for Snow Removal Yun-Fu Liu Da-Wei Jaw Shih-Chia Huang Lei Li 65 331 0 15 Aug 2017
PatternNet: A Benchmark Dataset for Performance Evaluation of Remote Sensing Image Retrieval Weixun Zhou Shawn D. Newsam Congmin Li Z. Shao 133 460 0 11 Jun 2017
Remote Sensing Image Scene Classification: Benchmark and State of the Art Gong Cheng Junwei Han Xiaoqiang Lu 106 2,262 0 01 Mar 2017
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Seungjun Nah Tae Hyun Kim Kyoung Mu Lee 143 1,979 0 07 Dec 2016
Deep Joint Rain Detection and Removal from a Single Image Wenhan Yang R. Tan Jiashi Feng Jiaying Liu Zongming Guo Shuicheng Yan 195 1,007 0 25 Sep 2016
AID: A Benchmark Dataset for Performance Evaluation of Aerial Scene Classification Gui-Song Xia Jingwen Hu Fan Hu Baoguang Shi X. Bai Yanfei Zhong Liangpei Zhang 80 1,724 0 18 Aug 2016
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,341 0 18 May 2015