Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models

2 July 2023

Papers citing "Solving Linear Inverse Problems Provably via Posterior Sampling with Latent Diffusion Models"

50 / 72 papers shown

Title
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration H. Wang Jing Zhang Haonan Guo Di Wang Jiayi Ma Bo Du 58 0 0 30 Apr 2025
Using Powerful Prior Knowledge of Diffusion Model in Deep Unfolding Networks for Image Compressive Sensing Chen Liao Yan Shen Dan Li Zhongli Wang 61 0 0 11 Mar 2025
Rethinking Diffusion Posterior Sampling: From Conditional Score Estimator to Maximizing a Posterior Tongda Xu Xiyan Cai X. Zhang Xingtong Ge Dailan He Ming Sun Jingjing Liu Y. Zhang Jian Li Yan Wang DiffM 117 1 0 31 Jan 2025
Solving Inverse Problems via Diffusion Optimal Control Henry Li Marcus Pereira 64 0 0 21 Dec 2024
Marigold-DC: Zero-Shot Monocular Depth Completion with Guided Diffusion Massimiliano Viola Kevin Qu Nando Metzger B. Ke Alexander Becker Konrad Schindler Anton Obukhov VLM MDE 91 3 0 18 Dec 2024
Enhancing and Accelerating Diffusion-Based Inverse Problem Solving through Measurements Optimization Tianyu Chen Zhendong Wang Mingyuan Zhou 62 0 0 05 Dec 2024
Driving Scene Synthesis on Free-form Trajectories with Generative Prior Zeyu Yang Zijie Pan Yuankun Yang Xiatian Zhu L. Zhang VGen 67 1 0 02 Dec 2024
VISION-XL: High Definition Video Inverse Problem Solver using Latent Image Diffusion Models Taesung Kwon Jong Chul Ye 80 1 0 29 Nov 2024
Steering Rectified Flow Models in the Vector Field for Controlled Image Generation Maitreya Patel Song Wen Dimitris N. Metaxas Yezhou Yang DiffM 107 3 0 27 Nov 2024
SplatFlow: Multi-View Rectified Flow Model for 3D Gaussian Splatting Synthesis Hyojun Go Byeongjun Park Jiho Jang Jin-Young Kim Soonwoo Kwon Changick Kim 3DGS 111 2 0 25 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 18 0 0 15 Nov 2024
Fast constrained sampling in pre-trained diffusion models Alexandros Graikos Nebojsa Jojic Dimitris Samaras DiffM 25 1 0 24 Oct 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 33 5 0 21 Oct 2024
Active inference and deep generative modeling for cognitive ultrasound Ruud JG van Sloun MedIm 24 2 0 17 Oct 2024
Constrained Posterior Sampling: Time Series Generation with Hard Constraints Sai Shankar Narasimhan Shubhankar Agarwal Litu Rout Sanjay Shakkottai Sandeep P. Chinchali DiffM AI4TS 24 0 0 16 Oct 2024
Variational Diffusion Posterior Sampling with Midpoint Guidance Badr Moufad Yazid Janati Lisa Bedin Alain Durmus Randal Douc Eric Moulines Jimmy Olsson DiffM 20 1 0 13 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 51 1 0 09 Oct 2024
Towards Unsupervised Blind Face Restoration using Diffusion Prior Tianshu Kuai Sina Honari Igor Gilitschenski Alex Levinshtein DiffM 31 0 0 06 Oct 2024
Configurable Multilingual ASR with Speech Summary Representations Harrison Zhu Ivan Fung Yingke Zhu Lahiru Samarakoon 18 6 0 06 Oct 2024
Online Posterior Sampling with a Diffusion Prior B. Kveton Boris Oreshkin Youngsuk Park Aniket Deshmukh Rui Song DiffM 27 0 0 04 Oct 2024
Diffusion State-Guided Projected Gradient for Inverse Problems Rayhan Zirvi Bahareh Tolooshams Anima Anandkumar DiffM 28 2 0 04 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 39 31 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 19 4 0 30 Sep 2024
Conditional Image Synthesis with Diffusion Models: A Survey Zheyuan Zhan Defang Chen Jian-Ping Mei Zhenghe Zhao Jiawei Chen Chun Chen Siwei Lyu Can Wang VLM 38 4 0 28 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 17 4 0 13 Sep 2024
Denoising: A Powerful Building-Block for Imaging, Inverse Problems, and Machine Learning P. Milanfar M. Delbracio AI4CE 58 9 0 10 Sep 2024
The Star Geometry of Critic-Based Regularizer Learning Oscar Leong Eliza O'Reilly Yong Sheng Soh AAML 40 0 0 29 Aug 2024
Particle-Filtering-based Latent Diffusion for Inverse Problems Amir Nazemi M. H. Sepanj Nicholas Pellegrino Chris Czarnecki Paul Fieguth DiffM 42 0 0 25 Aug 2024
MoE-DiffIR: Task-customized Diffusion Priors for Universal Compressed Image Restoration Yulin Ren Xin Li Bingchen Li Xingrui Wang Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen DiffM 36 7 0 15 Jul 2024
Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing Bingliang Zhang Wenda Chu Julius Berner Chenlin Meng Anima Anandkumar Yang Song DiffM 29 25 0 01 Jul 2024
Blind Inversion using Latent Diffusion Priors Weimin Bai Siyi Chen Wenzheng Chen He Sun DiffM 26 4 0 01 Jul 2024
Accelerating Longitudinal MRI using Prior Informed Latent Diffusion Yonatan Urman Zachary Shah Ashwin Kumar Bruno P. Soares K. Setsompop MedIm 21 0 0 29 Jun 2024
Active Diffusion Subsampling Oisin Nolan Tristan S. W. Stevens Wessel L. van Nierop Ruud J. G. van Sloun DiffM MedIm 30 2 0 20 Jun 2024
CFG++: Manifold-constrained Classifier Free Guidance for Diffusion Models Hyungjin Chung Jeongsol Kim Geon Yeong Park Hyelin Nam Jong Chul Ye DiffM 34 25 0 12 Jun 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 67 6 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 L. Bouman DiffM 22 18 0 29 May 2024
Fast Samplers for Inverse Problems in Iterative Refinement Models Kushagra Pandey Ruihan Yang Stephan Mandt DiffM 47 3 0 27 May 2024
RB-Modulation: Training-Free Personalization of Diffusion Models using Stochastic Optimal Control Litu Rout Yujia Chen Nataniel Ruiz Abhishek Kumar C. Caramanis Sanjay Shakkottai Wen-Sheng Chu DiffM 32 23 0 27 May 2024
Deep Data Consistency: a Fast and Robust Diffusion Model-based Solver for Inverse Problems Hanyu Chen Zhixiu Hao Liying Xiao DiffM 14 2 0 17 May 2024
Verified Neural Compressed Sensing Rudy Bunel Dj Dvijotham M. P. Kumar Alessandro De Palma Robert Stanforth MLT 32 1 0 07 May 2024
An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization Minshuo Chen Song Mei Jianqing Fan Mengdi Wang VLM MedIm DiffM 32 48 0 11 Apr 2024
Bi-level Guided Diffusion Models for Zero-Shot Medical Imaging Inverse Problems Hossein Askari Fred Roosta Hongfu Sun MedIm DiffM 25 3 0 04 Apr 2024
Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation Yutong He Alexander Robey Naoki Murata Yiding Jiang J. Williams George Pappas Hamed Hassani Yuki Mitsufuji Ruslan Salakhutdinov J. Zico Kolter DiffM 91 4 0 28 Mar 2024
Invertible Diffusion Models for Compressed Sensing Bin Chen Zhenyu Zhang Weiqi Li Chen Zhao Jiwen Yu Shijie Zhao Jie Chen Jian Andrew Zhang DiffM 41 5 0 25 Mar 2024
DreamSampler: Unifying Diffusion Sampling and Score Distillation for Image Manipulation Jeongsol Kim Geon Yeong Park Jong Chul Ye DiffM 30 13 0 18 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 22 2 0 15 Mar 2024
Mitigating Data Consistency Induced Discrepancy in Cascaded Diffusion Models for Sparse-view CT Reconstruction Hanyu Chen Zhixiu Hao Lin Guo Liying Xiao 39 1 0 14 Mar 2024
Perspective-Equivariant Imaging: an Unsupervised Framework for Multispectral Pansharpening Andrew Wang Mike Davies 25 3 0 14 Mar 2024
Decoupled Data Consistency with Diffusion Purification for Image Restoration Xiang Li Soo Min Kwon Ismail R. Alkhouri S. Ravishankar Qing Qu DiffM 23 19 0 10 Mar 2024
Text-guided Explorable Image Super-resolution Kanchana Vaishnavi Gandikota Paramanand Chandramouli 40 7 0 02 Mar 2024