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"

50 / 81 papers shown

Title
LatentINDIGO: An INN-Guided Latent Diffusion Algorithm for Image Restoration Di You Daniel Siromani Pier Luigi Dragotti 17 0 0 19 May 2025
Improving Inference-Time Optimisation for Vocal Effects Style Transfer with a Gaussian Prior Chin-Yun Yu Marco A. Martínez-Ramírez Junghyun Koo Wei-Hsiang Liao Yuki Mitsufuji Gyorgy Fazekas 24 0 0 16 May 2025
Whitened Score Diffusion: A Structured Prior for Imaging Inverse Problems Jeffrey Alido Tongyu Li Yu Sun Lei Tian DiffM MedIm 19 0 0 15 May 2025
Diffusion Bridge Models for 3D Medical Image Translation Shaorong Zhang Tamoghna Chattopadhyay Sophia I Thomopoulos J. Ambite P. Thompson Greg Ver Steeg MedIm 36 0 0 21 Apr 2025
Energy Matching: Unifying Flow Matching and Energy-Based Models for Generative Modeling Michal Balcerak Tamaz Amiranashvili Suprosanna Shit Antonio Terpin Sebastian Kaltenbach Petros Koumoutsakos Bjoern H. Menze DiffM 32 1 0 14 Apr 2025
Improving Diffusion-based Inverse Algorithms under Few-Step Constraint via Learnable Linear Extrapolation Jiawei Zhang Ziyuan Liu Leon Yan Gen Li Yuantao Gu 59 0 0 13 Mar 2025
Split Gibbs Discrete Diffusion Posterior Sampling Wenda Chu Yang Song Yisong Yue 39 1 0 03 Mar 2025
Rethinking Diffusion Posterior Sampling: From Conditional Score Estimator to Maximizing a Posterior Tongda Xu Xiyan Cai Jiahui Geng Xingtong Ge Dailan He Ming Sun Jingjing Liu Y. Zhang Jian Li Yan Wang DiffM 120 3 0 31 Jan 2025
DPBridge: Latent Diffusion Bridge for Dense Prediction Haorui Ji Taojun Lin Hongdong Li DiffM 53 1 0 29 Dec 2024
Resolution-Robust 3D MRI Reconstruction with 2D Diffusion Priors: Diverse-Resolution Training Outperforms Interpolation Anselm Krainovic Stefan Ruschke Reinhard Heckel MedIm 23 0 0 24 Dec 2024
OFTSR: One-Step Flow for Image Super-Resolution with Tunable Fidelity-Realism Trade-offs Yuanzhi Zhu R. Wang Shilin Lu Junnan Li Hanshu Yan Peng Sun SupR 89 3 0 12 Dec 2024
Enhancing and Accelerating Diffusion-Based Inverse Problem Solving through Measurements Optimization Tianyu Chen Zhendong Wang Mingyuan Zhou 86 1 0 05 Dec 2024
Constrained Diffusion with Trust Sampling William Huang Yifeng Jiang Tom Van Wouwe Chenxi Liu 40 3 0 17 Nov 2024
Enhancing Diffusion Posterior Sampling for Inverse Problems by Integrating Crafted Measurements Shijie Zhou Huaisheng Zhu Rohan Sharma R. Zhang Kaiyi Ji Changyou Chen 34 0 0 15 Nov 2024
Warped Diffusion: Solving Video Inverse Problems with Image Diffusion Models Giannis Daras Weili Nie Karsten Kreis A. Dimakis Morteza Mardani Nikola B. Kovachki Arash Vahdat DiffM 35 5 0 21 Oct 2024
Free Hunch: Denoiser Covariance Estimation for Diffusion Models Without Extra Costs Severi Rissanen Markus Heinonen Arno Solin DiffM 161 0 0 15 Oct 2024
Variational Diffusion Posterior Sampling with Midpoint Guidance Badr Moufad Yazid Janati Lisa Bedin Alain Durmus Randal Douc Eric Moulines Jimmy Olsson DiffM 35 1 0 13 Oct 2024
Exploring Behavior-Relevant and Disentangled Neural Dynamics with Generative Diffusion Models Yule Wang Chengrui Li Weihan Li Anqi Wu DiffM 39 4 0 12 Oct 2024
G2D2: Gradient-guided Discrete Diffusion for image inverse problem solving Naoki Murata Chieh-Hsin Lai Yuhta Takida Toshimitsu Uesaka Bac Nguyen Stefano Ermon Yuki Mitsufuji DiffM 65 1 0 09 Oct 2024
Toward General Object-level Mapping from Sparse Views with 3D Diffusion Priors Ziwei Liao Binbin Xu Steven L. Waslander DiffM 34 3 0 07 Oct 2024
Leveraging Multimodal Diffusion Models to Accelerate Imaging with Side Information Timofey Efimov Harry Dong M. Shah Jeff P. Simmons S. Donegan Yuejie Chi DiffM MedIm 27 0 0 07 Oct 2024
Configurable Multilingual ASR with Speech Summary Representations Harrison Zhu Ivan Fung Yingke Zhu Lahiru Samarakoon 29 0 0 06 Oct 2024
The Visualization JUDGE : Can Multimodal Foundation Models Guide Visualization Design Through Visual Perception? Matthew Berger Shusen Liu 36 1 0 05 Oct 2024
PnP-Flow: Plug-and-Play Image Restoration with Flow Matching Ségolène Martin Anne Gagneux Paul Hagemann Gabriele Steidl 42 9 0 03 Oct 2024
A Survey on Diffusion Models for Inverse Problems Giannis Daras Hyungjin Chung Chieh-Hsin Lai Yuki Mitsufuji Jong Chul Ye P. Milanfar Alexandros G. Dimakis M. Delbracio MedIm 49 39 0 30 Sep 2024
Ensemble Kalman Diffusion Guidance: A Derivative-free Method for Inverse Problems Hongkai Zheng Wenda Chu Austin Wang Nikola B. Kovachki Ricardo Baptista Yisong Yue 34 4 0 30 Sep 2024
Underwater Image Enhancement with Physical-based Denoising Diffusion Implicit Models Nguyen Gia Bach Chanh Minh Tran Eiji Kamioka Phan Xuan Tan 29 0 0 27 Sep 2024
Physics-aligned Schrödinger bridge Zeyu Li Hongkun Dou Shen Fang Wang Han Yue Deng Lijun Yang AI4CE DiffM 30 0 0 26 Sep 2024
Think Twice Before You Act: Improving Inverse Problem Solving With MCMC Y. Zhu Zehao Dou Haoxin Zheng Yasi Zhang Ying Nian Wu Ruiqi Gao DiffM 33 6 0 13 Sep 2024
Denoising: A Powerful Building-Block for Imaging, Inverse Problems, and Machine Learning P. Milanfar M. Delbracio AI4CE 67 9 0 10 Sep 2024
Diff-INR: Generative Regularization for Electrical Impedance Tomography Bowen Tong Junwu Wang Dong Liu DiffM MedIm 45 2 0 06 Sep 2024
A Score-Based Density Formula, with Applications in Diffusion Generative Models Gen Li Yuling Yan DiffM 56 0 0 29 Aug 2024
Reference-free Axial Super-resolution of 3D Microscopy Images using Implicit Neural Representation with a 2D Diffusion Prior Kyungryun Lee Won-Ki Jeong MedIm 43 2 0 16 Aug 2024
Unsupervised Blind Joint Dereverberation and Room Acoustics Estimation with Diffusion Models Jean-Marie Lemercier Eloi Moliner Simon Welker Vesa Valimaki Timo Gerkmann 54 2 0 14 Aug 2024
Inverse Problems with Diffusion Models: A MAP Estimation Perspective Sai Bharath Chandra Gutha Hossein Azizpour Ricardo Vinuesa DiffM 30 2 0 27 Jul 2024
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems Sojin Lee Dogyun Park Inho Kong Hyunwoo J. Kim DiffM 40 2 0 23 Jul 2024
Zero-Shot Adaptation for Approximate Posterior Sampling of Diffusion Models in Inverse Problems Yasar Utku Alçalar Mehmet Akçakaya DiffM 42 3 0 16 Jul 2024
Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling Noam Elata T. Michaeli Michael Elad DiffM MedIm 29 9 0 11 Jul 2024
Image-Conditional Diffusion Transformer for Underwater Image Enhancement Xingyang Nie Su Pan Xiaoyu Zhai Shifei Tao Fengzhong Qu Biao Wang Huilin Ge Guojie Xiao 41 2 0 07 Jul 2024
Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing Bingliang Zhang Wenda Chu Julius Berner Chenlin Meng Anima Anandkumar Yang Song DiffM 46 27 0 01 Jul 2024
Diffusion Models and Representation Learning: A Survey Michael Fuest Pingchuan Ma Ming Gui Johannes S. Fischer Vincent Tao Hu Bjorn Ommer DiffM 36 20 0 30 Jun 2024
Posterior Sampling with Denoising Oracles via Tilted Transport Joan Bruna Jiequn Han DiffM MedIm 38 4 0 30 Jun 2024
Conditional score-based diffusion models for solving inverse problems in mechanics Agnimitra Dasgupta Harisankar Ramaswamy Javier Murgoitio-Esandi Ken Foo Runze Li Qifa Zhou Brendan Kennedy Assad A. Oberai DiffM MedIm 45 2 0 19 Jun 2024
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales Peter Manshausen Y. Cohen Jaideep Pathak Jaideep Pathak Piyush Garg Morteza Mardani K. Kashinath Simon Byrne Noah D. Brenowitz Noah Brenowitz 55 10 0 19 Jun 2024
Unleashing the Denoising Capability of Diffusion Prior for Solving Inverse Problems Jiawei Zhang Jiaxin Zhuang Cheng Jin Gen Li Yuantao Gu DiffM 76 1 0 11 Jun 2024
Amortizing intractable inference in diffusion models for vision, language, and control S. Venkatraman Moksh Jain Luca Scimeca Minsu Kim Marcin Sendera ... Alexandre Adam Jarrid Rector-Brooks Yoshua Bengio Glen Berseth Nikolay Malkin 70 25 0 31 May 2024
Flow Priors for Linear Inverse Problems via Iterative Corrupted Trajectory Matching Yasi Zhang Peiyu Yu Yaxuan Zhu Yingshan Chang Feng Gao Yingnian Wu Oscar Leong 83 7 0 29 May 2024
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors Zihui Wu Yu Sun Yifan Chen Bingliang Zhang Yisong Yue Katherine Bouman DiffM 34 21 0 29 May 2024
Fast Samplers for Inverse Problems in Iterative Refinement Models Kushagra Pandey Ruihan Yang Stephan Mandt DiffM 52 3 0 27 May 2024
Conditioning diffusion models by explicit forward-backward bridging Adrien Corenflos Zheng Zhao Simo Särkkä Jens Sjölund Thomas B. Schon DiffM 58 5 0 22 May 2024