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"

24 / 74 papers shown

Title
Decoupled Data Consistency with Diffusion Purification for Image Restoration Xiang Li Soo Min Kwon Ismail R. Alkhouri S. Ravishankar Qing Qu DiffM 28 19 0 10 Mar 2024
Text-guided Explorable Image Super-resolution Kanchana Vaishnavi Gandikota Paramanand Chandramouli 42 7 0 02 Mar 2024
Listening to the Noise: Blind Denoising with Gibbs Diffusion David Heurtel-Depeiges C. Margossian Ruben Ohana Bruno Régaldo-Saint Blancard DiffM 35 1 0 29 Feb 2024
D-Flow: Differentiating through Flows for Controlled Generation Heli Ben-Hamu Omri Puny Itai Gat Brian Karrer Uriel Singer Y. Lipman 41 24 0 21 Feb 2024
MRPD: Undersampled MRI reconstruction by prompting a large latent diffusion model Student Member Ieee Ziqi Gao F. I. S. Kevin Zhou MedIm 37 3 0 16 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-Qin Zhang DiffM 30 4 0 09 Feb 2024
You Only Need One Step: Fast Super-Resolution with Stable Diffusion via Scale Distillation Mehdi Noroozi Isma Hadji Brais Martínez Adrian Bulat Georgios Tzimiropoulos 29 10 0 30 Jan 2024
Beyond First-Order Tweedie: Solving Inverse Problems using Latent Diffusion Litu Rout Yujia Chen Abhishek Kumar C. Caramanis Sanjay Shakkottai Wen-Sheng Chu 25 32 0 01 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 64 0 28 Nov 2023
Regularization by Texts for Latent Diffusion Inverse Solvers Jeongsol Kim Geon Yeong Park Hyungjin Chung Jong Chul Ye AI4CE 28 14 0 27 Nov 2023
The Missing U for Efficient Diffusion Models Sergio Calvo-Ordoñez Chun-Wun Cheng Jiahao Huang Lipei Zhang Guang Yang Carola-Bibiane Schonlieb Angelica I Aviles-Rivero DiffM 33 4 0 31 Oct 2023
Prompt-tuning latent diffusion models for inverse problems Hyungjin Chung Jong Chul Ye P. Milanfar M. Delbracio DiffM 27 40 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
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models Zalan Fabian Berk Tınaz Mahdi Soltanolkotabi DiffM 30 5 0 12 Sep 2023
Solving Inverse Problems with Latent Diffusion Models via Hard Data Consistency Bowen Song Soo Min Kwon Zecheng Zhang Xinyu Hu Qing Qu Liyue Shen MedIm 34 100 0 16 Jul 2023
Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems Hyungjin Chung Suhyeon Lee Jong Chul Ye DiffM MedIm 30 63 0 10 Mar 2023
Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions Sitan Chen Sinho Chewi Jungshian Li Yuanzhi Li Adil Salim Anru R. Zhang DiffM 135 247 0 22 Sep 2022
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 102 285 0 15 Sep 2022
Soft Diffusion: Score Matching for General Corruptions Giannis Daras M. Delbracio Hossein Talebi A. Dimakis P. Milanfar DiffM 64 106 0 12 Sep 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 212 783 0 27 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 218 1,355 0 24 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 342 1,591 0 10 Nov 2021
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models Sachit Menon Alexandru Damian Shijia Hu Nikhil Ravi Cynthia Rudin OOD DiffM 194 540 0 08 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 279 10,354 0 12 Dec 2018