Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction

9 December 2021

Papers citing "Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction"

50 / 227 papers shown

Title
Semantic-Guided Diffusion Model for Single-Step Image Super-Resolution Zihang Liu Zhenyu Zhang Hao Tang 31 0 0 11 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 45 0 0 08 May 2025
Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling Javier E. Santos Agnese Marcato Roman Colman Nicholas Lubbers Yen Ting Lin 42 0 0 03 May 2025
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 86 0 0 30 Apr 2025
IDDM: Bridging Synthetic-to-Real Domain Gap from Physics-Guided Diffusion for Real-world Image Dehazing Shijun Zhou Yi Liu Chunhui Hao Zhiyuan Liu Jiandong Tian DiffM 39 0 0 30 Apr 2025
From Missing Pieces to Masterpieces: Image Completion with Context-Adaptive Diffusion Pourya Shamsolmoali Masoumeh Zareapoor Huiyu Zhou Michael Felsberg Dacheng Tao Xiaomeng Li DiffM 39 0 0 19 Apr 2025
ISPDiffuser: Learning RAW-to-sRGB Mappings with Texture-Aware Diffusion Models and Histogram-Guided Color Consistency Yang Ren Hai Jiang Menglong Yang W. Li Shuaicheng Liu DiffM 48 0 0 25 Mar 2025
One-Step Residual Shifting Diffusion for Image Super-Resolution via Distillation Daniil Selikhanovych David Li Aleksei Leonov Nikita Gushchin Sergei Kushneriuk Alexander N. Filippov E. Burnaev Iaroslav Koshelev Alexander Korotin DiffM 63 0 0 17 Mar 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
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-Resolution Xingyuan Li Z. Wang Yang Zou Zhe Chen Jun Ma Zhiying Jiang Long Ma Jinyuan Liu 78 1 0 03 Mar 2025
MaRS: A Fast Sampler for Mean Reverting Diffusion based on ODE and SDE Solvers Ao Li Wei Fang Hongbo Zhao Le Lu Ge Yang Minfeng Xu DiffM 83 0 0 11 Feb 2025
Zero-shot Depth Completion via Test-time Alignment with Affine-invariant Depth Prior Lee Hyoseok Kyeong Seon Kim Kwon Byung-Ki Tae-Hyun Oh MDE 140 0 0 10 Feb 2025
HOG-Diff: Higher-Order Guided Diffusion for Graph Generation Yiming Huang Tolga Birdal DiffM 78 0 0 06 Feb 2025
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image Restoration Di You P. Dragotti DiffM 40 1 0 23 Jan 2025
EXION: Exploiting Inter- and Intra-Iteration Output Sparsity for Diffusion Models Jaehoon Heo Adiwena Putra Jieon Yoon Sungwoong Yune Hangyeol Lee Ji-Hoon Kim Joo-Young Kim DiffM 55 1 0 10 Jan 2025
InpDiffusion: Image Inpainting Localization via Conditional Diffusion Models Kai Wang Shaozhang Niu Qixian Hao Jingyang Zhang DiffM 32 0 0 06 Jan 2025
Cached Adaptive Token Merging: Dynamic Token Reduction and Redundant Computation Elimination in Diffusion Model Omid Saghatchian Atiyeh Gh. Moghadam Ahmad Nickabadi MoMe 46 1 0 03 Jan 2025
MRI Reconstruction with Regularized 3D Diffusion Model (R3DM) Arya Bangun Zhuo Cao Alessio Quercia Hanno Scharr Elisabeth Pfaehler MedIm 37 0 0 25 Dec 2024
TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion Models Haocheng Huang Jiaxin Chen Jinyang Guo Ruiyi Zhan Yunhong Wang DiffM MQ 80 1 0 21 Dec 2024
Zero-Shot Low Light Image Enhancement with Diffusion Prior Joshua Cho Sara Aghajanzadeh Zhen Zhu David A. Forsyth DiffM 98 0 0 18 Dec 2024
Exploring Out-of-distribution Detection for Sparse-view Computed Tomography with Diffusion Models Ezgi Demircan-Tureyen F. Lucka Tristan van Leeuwen DiffM 33 0 0 09 Nov 2024
A Modular Conditional Diffusion Framework for Image Reconstruction Magauiya Zhussip Iaroslav Koshelev Stamatis Lefkimmiatis DiffM 33 0 0 08 Nov 2024
Constrained Diffusion Implicit Models V. Jayaram Ira Kemelmacher-Shlizerman Steven M. Seitz John Thickstun DiffM 53 0 0 01 Nov 2024
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image Reconstruction Ziqi Gao Wendi Yang Yujia Li Lei Xing S. Kevin Zhou 45 0 0 31 Oct 2024
Flow Matching for Posterior Inference with Simulator Feedback Benjamin Holzschuh Nils Thuerey 35 0 0 29 Oct 2024
On conditional diffusion models for PDE simulations Aliaksandra Shysheya Cristiana-Diana Diaconu Federico Bergamin P. Perdikaris José Miguel Hernández-Lobato Richard E. Turner Emile Mathieu DiffM 31 5 0 21 Oct 2024
Evaluating the Posterior Sampling Ability of Plug&Play Diffusion Methods in Sparse-View CT Liam Moroy Guillaume Bourmaud Frédéric Champagnat Jean-François Giovannelli DiffM MedIm 40 0 0 21 Oct 2024
Solving Prior Distribution Mismatch in Diffusion Models via Optimal Transport Zhanpeng Wang Shenghao Li Chen Wang Shuting Cao Na Lei Zhongxuan Luo OT 24 0 0 17 Oct 2024
Super-resolving Real-world Image Illumination Enhancement: A New Dataset and A Conditional Diffusion Model Yang Liu Yaofang Liu J. Pan Yuxiang Hui Fan Jia Raymond H. Chan T. Zeng 49 0 0 16 Oct 2024
Towards Unsupervised Blind Face Restoration using Diffusion Prior Tianshu Kuai Sina Honari Igor Gilitschenski Alex Levinshtein DiffM 38 0 0 06 Oct 2024
Configurable Multilingual ASR with Speech Summary Representations Harrison Zhu Ivan Fung Yingke Zhu Lahiru Samarakoon 29 6 0 06 Oct 2024
Diffusion State-Guided Projected Gradient for Inverse Problems Rayhan Zirvi Bahareh Tolooshams Anima Anandkumar DiffM 33 2 0 04 Oct 2024
Posterior sampling via Langevin dynamics based on generative priors Vishal Purohit Matthew Repasky Jianfeng Lu Qiang Qiu Yao Xie Xiuyuan Cheng DiffM 28 1 0 02 Oct 2024
RadGazeGen: Radiomics and Gaze-guided Medical Image Generation using Diffusion Models Moinak Bhattacharya Gagandeep Singh Shubham Jain Prateek Prasanna MedIm DiffM 31 1 0 01 Oct 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 45 5 0 28 Sep 2024
Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs Qinpeng Cui Yixuan Liu Xinyi Zhang Qiqi Bao Zhongdao Wang Qingmin Liao Li Wang Tian Lu Emad Barsoum 32 4 0 26 Sep 2024
Flexiffusion: Segment-wise Neural Architecture Search for Flexible Denoising Schedule Hongtao Huang Xiaojun Chang Lina Yao 30 0 0 26 Sep 2024
Degradation-Guided One-Step Image Super-Resolution with Diffusion Priors Aiping Zhang Zongsheng Yue Renjing Pei Wenqi Ren Xiaochun Cao 39 7 0 25 Sep 2024
Fundus image enhancement through direct diffusion bridges Sehui Kim Hyungjin Chung Se Hie Park Eui-Sang Chung Kayoung Yi Jong Chul Ye DiffM MedIm 33 0 0 19 Sep 2024
Taming Diffusion Models for Image Restoration: A Review Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schön 40 5 0 16 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 27 5 0 13 Sep 2024
Denoising Plane Wave Ultrasound Images Using Diffusion Probabilistic Models Hojat Asgariandehkordi Sobhan Goudarzi Mostafa Sharifzadeh Adrian Basarab H. Rivaz MedIm DiffM 28 3 0 20 Aug 2024
Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey V. T. Truong Luan Ba Dang Long Bao Le DiffM MedIm 53 16 0 06 Aug 2024
Optimizing Diffusion Models for Joint Trajectory Prediction and Controllable Generation Linhan Xia Chen Tang Lingfeng Sun Simone Rossi Yichen Xie ... T. Hannagan Stefano Sabatini Nicola Poerio Seon-Phil Jeong Wei Zhan 24 5 0 01 Aug 2024
Temporal Feature Matters: A Framework for Diffusion Model Quantization Yushi Huang Ruihao Gong Xianglong Liu Jing Liu Yuhang Li Jiwen Lu Dacheng Tao DiffM MQ 49 0 0 28 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 39 3 0 16 Jul 2024
Physics-Inspired Generative Models in Medical Imaging: A Review Dennis Hein Afshin Bozorgpour Dorit Merhof Ge Wang DiffM MedIm AI4CE 39 0 0 15 Jul 2024
LightenDiffusion: Unsupervised Low-Light Image Enhancement with Latent-Retinex Diffusion Models Hai Jiang Ao Luo Xiaohong Liu Songchen Han Shuaicheng Liu DiffM 41 25 0 12 Jul 2024
Solutions to Deepfakes: Can Camera Hardware, Cryptography, and Deep Learning Verify Real Images? Alexander Vilesov Yuan Tian Nader Sehatbakhsh A. Kadambi 31 0 0 04 Jul 2024