A Variational Perspective on Solving Inverse Problems with Diffusion Models

7 May 2023

Papers citing "A Variational Perspective on Solving Inverse Problems with Diffusion Models"

31 / 81 papers shown

Title
Deep Data Consistency: a Fast and Robust Diffusion Model-based Solver for Inverse Problems Hanyu Chen Zhixiu Hao Liying Xiao DiffM 34 2 0 17 May 2024
Unsupervised Training of Convex Regularizers using Maximum Likelihood Estimation Hongwei Tan Ziruo Cai Marcelo Pereyra Subhadip Mukherjee Junqi Tang Carola-Bibiane Schönlieb SSL 73 1 0 08 Apr 2024
Bi-level Guided Diffusion Models for Zero-Shot Medical Imaging Inverse Problems Hossein Askari Fred Roosta Hongfu Sun MedIm DiffM 38 3 0 04 Apr 2024
Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction Xingyu Xu Yuejie Chi DiffM 42 20 0 25 Mar 2024
Solving General Noisy Inverse Problem via Posterior Sampling: A Policy Gradient Viewpoint Haoyue Tang Tian Xie Aosong Feng Hanyu Wang Chenyang Zhang Yang Bai DiffM 58 2 0 15 Mar 2024
Text-guided Explorable Image Super-resolution Kanchana Vaishnavi Gandikota Paramanand Chandramouli 48 7 0 02 Mar 2024
Box It to Bind It: Unified Layout Control and Attribute Binding in T2I Diffusion Models Ashkan Taghipour Morteza Ghahremani Bennamoun Aref Miri Rekavandi Hamid Laga F. Boussaïd DiffM 40 5 0 27 Feb 2024
GeneOH Diffusion: Towards Generalizable Hand-Object Interaction Denoising via Denoising Diffusion Xueyi Liu Li Yi DiffM 39 18 0 22 Feb 2024
D-Flow: Differentiating through Flows for Controlled Generation Heli Ben-Hamu Omri Puny Itai Gat Brian Karrer Uriel Singer Y. Lipman 41 25 0 21 Feb 2024
Robustness and Exploration of Variational and Machine Learning Approaches to Inverse Problems: An Overview Alexander Auras Kanchana Vaishnavi Gandikota Hannah Droege Michael Moeller AAML 31 0 0 19 Feb 2024
Consistency Model is an Effective Posterior Sample Approximation for Diffusion Inverse Solvers Tongda Xu Ziran Zhu Jian Li Dailan He Yuanyuan Wang ... Ning Li Hongwei Qin Yan Wang Jingjing Liu Ya Zhang DiffM 30 4 0 09 Feb 2024
Improving Diffusion Models for Inverse Problems Using Optimal Posterior Covariance Xinyu Peng Ziyang Zheng Wenrui Dai Nuoqian Xiao Chenglin Li Junni Zou Hongkai Xiong DiffM 39 21 0 03 Feb 2024
Plug-and-Play image restoration with Stochastic deNOising REgularization Marien Renaud Jean Prost Arthur Leclaire Nicolas Papadakis DiffM 52 7 0 01 Feb 2024
Taming Mode Collapse in Score Distillation for Text-to-3D Generation Peihao Wang Dejia Xu Zhiwen Fan Dilin Wang Sreyas Mohan ... Rakesh Ranjan Yilei Li Qiang Liu Zhangyang Wang Vikas Chandra DiffM 27 27 0 31 Dec 2023
4DGen: Grounded 4D Content Generation with Spatial-temporal Consistency Yuyang Yin Dejia Xu Zhangyang Wang Yao-Min Zhao Yunchao Wei 3DGS 57 72 0 28 Dec 2023
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance Tomer Garber Tom Tirer DiffM 46 18 0 27 Dec 2023
Manifold Preserving Guided Diffusion Yutong He Naoki Murata Chieh-Hsin Lai Yuhta Takida Toshimitsu Uesaka ... Wei-Hsiang Liao Yuki Mitsufuji J. Zico Kolter Ruslan Salakhutdinov Stefano Ermon DiffM 116 66 0 28 Nov 2023
Regularization by Texts for Latent Diffusion Inverse Solvers Jeongsol Kim Geon Yeong Park Hyungjin Chung Jong Chul Ye AI4CE 38 15 0 27 Nov 2023
Tweedie Moment Projected Diffusions For Inverse Problems Benjamin Boys Mark Girolami Jakiw Pidstrigach Sebastian Reich Alan Mosca O. Deniz Akyildiz MedIm 32 27 0 10 Oct 2023
Prompt-tuning latent diffusion models for inverse problems Hyungjin Chung Jong Chul Ye P. Milanfar M. Delbracio DiffM 30 41 0 02 Oct 2023
Training-free Linear Image Inverses via Flows Ashwini Pokle Matthew Muckley Ricky T. Q. Chen Brian Karrer 11 20 0 25 Sep 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 43 86 0 18 Aug 2023
Blind Audio Bandwidth Extension: A Diffusion-Based Zero-Shot Approach Eloi Moliner Filip Elvander Vesa Valimaki DiffM 35 10 0 02 Jun 2023
Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling Gongye Liu Haoze Sun Jiayi Li Fei Yin Yujiu Yang 35 19 0 26 May 2023
Controllable Inversion of Black-Box Face Recognition Models via Diffusion Manuel Kansy Anton Raël Graziana Mignone Jacek Naruniec Christopher Schroers Markus Gross Romann M. Weber DiffM 79 18 0 23 Mar 2023
Removing Structured Noise with Diffusion Models Tristan S.W. Stevens Hans van Gorp F. C. Meral Junseob Shin Jason Yu Jean-Luc Robert Ruud J. G. van Sloun DiffM 34 0 0 20 Jan 2023
JPEG Artifact Correction using Denoising Diffusion Restoration Models Bahjat Kawar Jiaming Song Stefano Ermon Michael Elad DiffM 49 55 0 23 Sep 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 220 787 0 27 Jan 2022
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 348 1,593 0 10 Nov 2021
Regularization by Denoising: Clarifications and New Interpretations E. T. Reehorst Philip Schniter 56 214 0 06 Jun 2018
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 298 39,217 0 01 Sep 2014