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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 / 247 papers shown

Title
Latent Refinement via Flow Matching for Training-free Linear Inverse Problem Solving Hossein Askari Yadan Luo Hongfu Sun Fred Roosta 134 0 0 08 Nov 2025
Guiding diffusion models to reconstruct flow fields from sparse data Marc Amorós-Trepat Luis Medrano-Navarro Qiang Liu Luca Guastoni Nils Thuerey DiffM AI4CE 73 0 0 22 Oct 2025
CBDiff:Conditional Bernoulli Diffusion Models for Image Forgery Localization Zhou Lei Pan Gang Wang Jiahao Sun Di DiffM 167 0 0 22 Oct 2025
Conditional Denoising Diffusion Model-Based Robust MR Image Reconstruction from Highly Undersampled Data Mohammed Alsubaie Wenxi Liu L. Gu Ovidiu C. Andronesi Sirani M. Perera Xianqi Li DiffM MedIm 119 0 0 07 Oct 2025
Improved probabilistic regression using diffusion models Carlo Kneissl Christopher Bülte Philipp Scholl Gitta Kutyniok DiffM 154 0 0 06 Oct 2025
Solving ill-conditioned polynomial equations using score-based priors with application to multi-target detection Rafi Beinhorn Shay Kreymer Amnon Balanov Michael Cohen Alon Zabatani Tamir Bendory DiffM 128 0 0 14 Sep 2025
FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image fusion and super-resolutionInformation Fusion (Inf. Fusion), 2025 Yuchan Jie Yushen Xu Xiaosong Li Fuqiang Zhou Jianming Lv Huafeng Li 90 8 0 11 Sep 2025
Modeling Long-term User Behaviors with Diffusion-driven Multi-interest Network for CTR PredictionACM Conference on Recommender Systems (RecSys), 2025 Weijiang Lai Beihong Jin Yapeng Zhang Yiyuan Zheng Rui Zhao Jian Dong Jun Lei Xingxing Wang DiffM 136 0 0 21 Aug 2025
Non-asymptotic convergence bound of conditional diffusion models Mengze Li DiffM 104 0 0 13 Aug 2025
Diffusion models for inverse problems Hyungjin Chung Jeongsol Kim Jong Chul Ye MedIm 117 0 0 04 Aug 2025
A Comprehensive Review of Diffusion Models in Smart Agriculture: Progress, Applications, and Challenges Xing Hua Haodong Chen Qianqian Duan Danfeng Hong Ruijiao Li Huiliang Shang MedIm 325 1 0 24 Jul 2025
Diffusion Models for Solving Inverse Problems via Posterior Sampling with Piecewise Guidance Saeed Mohseni-Sehdeh Walid Saad Kei Sakaguchi Tao Yu DiffM 114 0 0 22 Jul 2025
Learning to See in the Extremely Dark Hai Jiang Binhao Guan Zhen Liu Xiaohong Liu Jian Yu Zheng Liu Songchen Han Shuaicheng Liu DiffM 175 0 0 26 Jun 2025
Fast Training-free Perceptual Image Compression Ziran Zhu Tongda Xu Minye Huang Dailan He Xingtong Ge Xinjie Zhang Ling-Ling Li Yan Wang DiffM 148 0 0 19 Jun 2025
Synthetic Geology: Structural Geology Meets Deep Learning Simon Ghyselincks Valeriia Okhmak Stefano Zampini G. Turkiyyah David E. Keyes Eldad Haber OOD AI4CE 202 0 0 11 Jun 2025
One-Step Diffusion-based Real-World Image Super-Resolution with Visual Perception Distillation Xue Wu J. Xin Zhijun Tu Jie Hu Jie Li N. Wang Xinbo Gao 239 1 0 03 Jun 2025
Plug-and-Play Posterior Sampling for Blind Inverse ProblemsSymposium on Software Performance (SP), 2025 Anqi Li Weijie Gan Ulugbek S. Kamilov DiffM 117 0 0 28 May 2025
Learning Single Index Models with Diffusion Priors Anqi Tang Youming Chen Shuchen Xue Zhaoqiang Liu DiffM 194 1 0 27 May 2025
Guided Diffusion Sampling on Function Spaces with Applications to PDEs Jiachen Yao Abbas Mammadov Julius Berner Gavin Kerrigan Jong Chul Ye Kamyar Azizzadenesheli A. Anandkumar DiffM 217 6 0 22 May 2025
LatentINDIGO: An INN-Guided Latent Diffusion Algorithm for Image Restoration Di You Daniel Siromani Pier Luigi Dragotti 335 0 0 19 May 2025
Stochastic Orthogonal Regularization for deep projective priors Ali Joundi Yann Traonmilin Alasdair Newson 234 2 0 19 May 2025
Semantic-Guided Diffusion Model for Single-Step Image Super-ResolutionInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Zihang Liu Ying Tai Hao Tang 192 3 0 11 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Weilong Dai Jie Song MQ 319 2 0 08 May 2025
Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling Javier E. Santos Agnese Marcato Roman Colman Nicholas Lubbers Yen Ting Lin 348 1 0 03 May 2025
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 358 1 0 30 Apr 2025
Physics-Guided Image Dehazing Diffusion Shijun Zhou Yi Liu Chunhui Hao Zhiyuan Liu DiffM 269 0 0 30 Apr 2025
From Missing Pieces to Masterpieces: Image Completion with Context-Adaptive DiffusionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Pourya Shamsolmoali Masoumeh Zareapoor Huiyu Zhou Michael Felsberg Dacheng Tao Xuelong Li DiffM 258 2 0 19 Apr 2025
ISPDiffuser: Learning RAW-to-sRGB Mappings with Texture-Aware Diffusion Models and Histogram-Guided Color ConsistencyAAAI Conference on Artificial Intelligence (AAAI), 2025 Yang Ren Hai Jiang Menglong Yang W. Li Shuaicheng Liu DiffM 223 1 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 Evgeny Burnaev Iaroslav Koshelev Alexander Korotin DiffM 441 1 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 480 2 0 13 Mar 2025
DifIISR: A Diffusion Model with Gradient Guidance for Infrared Image Super-ResolutionComputer Vision and Pattern Recognition (CVPR), 2025 Xingyuan Li Zhenting Wang Yang Zou Zhaoyu Chen Jun Ma Zhiying Jiang Long Ma Jinyuan Liu 225 8 0 03 Mar 2025
MaRS: A Fast Sampler for Mean Reverting Diffusion based on ODE and SDE SolversInternational Conference on Learning Representations (ICLR), 2025 Ao Li Wei Fang Hongbo Zhao Le Lu Ge Yang Minfeng Xu DiffM 329 4 0 11 Feb 2025
Zero-shot Depth Completion via Test-time Alignment with Affine-invariant Depth PriorAAAI Conference on Artificial Intelligence (AAAI), 2025 Lee Hyoseok Kyeong Seon Kim Kwon Byung-Ki Tae-Hyun Oh MDE 830 2 0 10 Feb 2025
HOG-Diff: Higher-Order Guided Diffusion for Graph Generation Yiming Huang Tolga Birdal DiffM 296 4 0 06 Feb 2025
INDIGO+: A Unified INN-Guided Probabilistic Diffusion Algorithm for Blind and Non-Blind Image RestorationIEEE Journal on Selected Topics in Signal Processing (JSTSP), 2024 Di You Pier Luigi Dragotti DiffM 325 3 0 23 Jan 2025
EXION: Exploiting Inter- and Intra-Iteration Output Sparsity for Diffusion ModelsInternational Symposium on High-Performance Computer Architecture (HPCA), 2025 Jaehoon Heo Adiwena Putra Jieon Yoon Sungwoong Yune Hangyeol Lee Ji-Hoon Kim Joo-Young Kim DiffM 225 4 0 10 Jan 2025
InpDiffusion: Image Inpainting Localization via Conditional Diffusion ModelsAAAI Conference on Artificial Intelligence (AAAI), 2025 Kai Wang Shaozhang Niu Qixian Hao Jing Zhang DiffM 161 3 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 262 5 0 03 Jan 2025
MRI Reconstruction with Regularized 3D Diffusion Model (R3DM)IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Arya Bangun Zhuo Cao Alessio Quercia Hanno Scharr Elisabeth Pfaehler MedIm 186 4 0 25 Dec 2024
TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion ModelsAAAI Conference on Artificial Intelligence (AAAI), 2024 Haocheng Huang Jiaxin Chen Jinyang Guo Ruiyi Zhan Yunhong Wang DiffM MQ 239 3 0 21 Dec 2024
Zero-Shot Low Light Image Enhancement with Diffusion Prior Joshua Cho Sara Aghajanzadeh Zhen Zhu David A. Forsyth DiffM 562 3 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 395 0 0 09 Nov 2024
A Modular Conditional Diffusion Framework for Image ReconstructionNeural Information Processing Systems (NeurIPS), 2024 Magauiya Zhussip Iaroslav Koshelev Stamatis Lefkimmiatis DiffM 153 2 0 08 Nov 2024
Linearly Constrained Diffusion Implicit Models V. Jayaram Ira Kemelmacher-Shlizerman Steven M. Seitz John Thickstun DiffM 259 0 0 01 Nov 2024
MS-Glance: Bio-Insipred Non-semantic Context Vectors and their Applications in Supervising Image ReconstructionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Ziqi Gao Wendi Yang Yujia Li Lei Xing S. Kevin Zhou 221 0 0 31 Oct 2024
Flow Matching for Posterior Inference with Simulator Feedback Benjamin Holzschuh Nils Thuerey 171 4 0 29 Oct 2024
On conditional diffusion models for PDE simulationsNeural Information Processing Systems (NeurIPS), 2024 Aliaksandra Shysheya Cristiana-Diana Diaconu Federico Bergamin P. Perdikaris José Miguel Hernández-Lobato Richard E. Turner Emile Mathieu DiffM 263 28 0 21 Oct 2024
Evaluating the Posterior Sampling Ability of Plug&Play Diffusion Methods in Sparse-View CTIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Liam Moroy Guillaume Bourmaud Frédéric Champagnat Jean-François Giovannelli DiffM MedIm 257 1 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 129 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 171 1 0 16 Oct 2024