Consistency Models

2 March 2023

Papers citing "Consistency Models"

50 / 634 papers shown

Title
Platypose: Calibrated Zero-Shot Multi-Hypothesis 3D Human Motion Estimation Paweł Antoni Pierzchlewicz Caio da Silva R. J. Cotton Fabian H. Sinz 30 0 0 10 Mar 2024
Decoupled Data Consistency with Diffusion Purification for Image Restoration Xiang Li Soo Min Kwon Ismail R. Alkhouri S. Ravishankar Qing Qu DiffM 36 19 0 10 Mar 2024
Improving Diffusion-Based Generative Models via Approximated Optimal Transport Daegyu Kim Jooyoung Choi Chaehun Shin Uiwon Hwang Sungroh Yoon OT 45 2 0 08 Mar 2024
Accelerating Convergence of Score-Based Diffusion Models, Provably Gen Li Yu Huang Timofey Efimov Yuting Wei Yuejie Chi Yuxin Chen DiffM 56 29 0 06 Mar 2024
Doubly Abductive Counterfactual Inference for Text-based Image Editing Xue Song Jiequan Cui Hanwang Zhang Jingjing Chen Richang Hong Yu-Gang Jiang DiffM 26 9 0 05 Mar 2024
Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning P. Hess Michael Aich Baoxiang Pan Niklas Boers AI4Cl 33 2 0 05 Mar 2024
On the Asymptotic Mean Square Error Optimality of Diffusion Models B. Fesl Benedikt Bock Florian Strasser Michael Baur M. Joham Wolfgang Utschick DiffM 48 0 0 05 Mar 2024
UniCtrl: Improving the Spatiotemporal Consistency of Text-to-Video Diffusion Models via Training-Free Unified Attention Control Xuweiyi Chen Tian Xia Sihan Xu VGen DiffM 40 7 0 04 Mar 2024
On Diffusion Process in SE(3)-invariant Space Zihan Zhou Ruiying Liu Jiachen Zheng Xiaoxue Wang Tianshu Yu DiffM 34 1 0 03 Mar 2024
SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation Hongjian Liu Qingsong Xie Zhijie Deng Chen Chen Shixiang Tang Fueyang Fu Zheng-Jun Zha H. Lu Zheng-jun Zha 49 6 0 03 Mar 2024
DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models Muyang Li Tianle Cai Jiaxin Cao Qinsheng Zhang Han Cai Junjie Bai Yangqing Jia Ming-Yu Liu Kai Li Song Han DiffM 37 41 0 29 Feb 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 132 232 0 29 Feb 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
Trajectory Consistency Distillation: Improved Latent Consistency Distillation by Semi-Linear Consistency Function with Trajectory Mapping Jianbin Zheng Minghui Hu Zhongyi Fan Chaoyue Wang Changxing Ding Dacheng Tao Tat-Jen Cham 43 27 0 29 Feb 2024
Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding Guangyi Liu Yu Wang Zeyu Feng Qiyu Wu Liping Tang ... Shuguang Cui Julian McAuley Zichao Yang Eric P. Xing Zhiting Hu DiffM 80 3 0 29 Feb 2024
Structure Preserving Diffusion Models Haoye Lu S. Szabados Yaoliang Yu DiffM 63 2 0 29 Feb 2024
CLLMs: Consistency Large Language Models Siqi Kou Lanxiang Hu Zhe He Zhijie Deng Hao Zhang 44 28 0 28 Feb 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Accelerating Diffusion Sampling with Optimized Time Steps Shuchen Xue Zhaoqiang Liu Fei Chen Shifeng Zhang Tianyang Hu Enze Xie Zhenguo Li DiffM 41 23 0 27 Feb 2024
Denoising Diffusion Models for Inpainting of Healthy Brain Tissue Alicia Durrer P. Cattin J. Wolleb MedIm 31 4 0 27 Feb 2024
Diffusion Model-Based Image Editing: A Survey Yi Huang Jiancheng Huang Yifan Liu Mingfu Yan Jiaxi Lv Jianzhuang Liu Wei Xiong He Zhang Liangliang Cao Liangliang Cao EGVM 66 86 0 27 Feb 2024
The Surprising Effectiveness of Skip-Tuning in Diffusion Sampling Jiajun Ma Shuchen Xue Tianyang Hu Wei Cao Zhaoqiang Liu Zhenguo Li Zhi-Ming Ma Kenji Kawaguchi 48 5 0 23 Feb 2024
T-Stitch: Accelerating Sampling in Pre-Trained Diffusion Models with Trajectory Stitching Zizheng Pan Bohan Zhuang De-An Huang Weili Nie Zhiding Yu Chaowei Xiao Jianfei Cai A. Anandkumar 36 17 0 21 Feb 2024
SDXL-Lightning: Progressive Adversarial Diffusion Distillation Shanchuan Lin Anran Wang Xiao Yang 37 117 0 21 Feb 2024
Accelerating Parallel Sampling of Diffusion Models Zhiwei Tang Jiasheng Tang Hao Luo Fan Wang Tsung-Hui Chang 32 13 0 15 Feb 2024
PFCM: Poisson flow consistency models for low-dose CT image denoising Dennis Hein Adam Wang Ge Wang Ge Wang DiffM 39 1 0 13 Feb 2024
Nearest Neighbour Score Estimators for Diffusion Generative Models Matthew Niedoba Dylan Green Saeid Naderiparizi Vasileios Lioutas J. Lavington ... Ke Zhang Setareh Dabiri Adam Scibior Berend Zwartsenberg Frank Wood DiffM 35 0 0 12 Feb 2024
Towards a mathematical theory for consistency training in diffusion models Gen Li Zhihan Huang Yuting Wei 69 16 0 12 Feb 2024
Score-based Diffusion Models via Stochastic Differential Equations -- a Technical Tutorial Wenpin Tang Hanyang Zhao DiffM 44 23 0 12 Feb 2024
Wasserstein proximal operators describe score-based generative models and resolve memorization Benjamin J. Zhang Siting Liu Wuchen Li Markos A. Katsoulakis Stanley J. Osher DiffM 38 9 0 09 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 Zhang DiffM 30 4 0 09 Feb 2024
CLR-Face: Conditional Latent Refinement for Blind Face Restoration Using Score-Based Diffusion Models Maitreya Suin Rama Chellappa DiffM 24 2 0 08 Feb 2024
Dirichlet Flow Matching with Applications to DNA Sequence Design Hannes Stärk Bowen Jing Chenyu Wang Gabriele Corso Bonnie Berger Regina Barzilay Tommi Jaakkola BDL 50 46 0 08 Feb 2024
AlphaFold Meets Flow Matching for Generating Protein Ensembles Bowen Jing Bonnie Berger Tommi Jaakkola AI4CE 20 92 0 07 Feb 2024
Diffusion World Model: Future Modeling Beyond Step-by-Step Rollout for Offline Reinforcement Learning Zihan Ding Amy Zhang Yuandong Tian Qinqing Zheng OffRL 47 17 0 05 Feb 2024
An Inpainting-Infused Pipeline for Attire and Background Replacement F. Mahlow A. F. Zanella William Alberto Cruz-Castaneda Marcellus Amadeus 41 0 0 05 Feb 2024
Zero-shot Object-Level OOD Detection with Context-Aware Inpainting Quang-Huy Nguyen Jin Peng Zhou Zhenzhen Liu Khanh-Huyen Bui Kilian Q. Weinberger Dung D. Le 23 1 0 05 Feb 2024
Your Diffusion Model is Secretly a Certifiably Robust Classifier Huanran Chen Yinpeng Dong Shitong Shao Zhongkai Hao Xiao Yang Hang Su Jun Zhu DiffM 37 13 0 04 Feb 2024
Precise Knowledge Transfer via Flow Matching Shitong Shao Zhiqiang Shen Linrui Gong Huanran Chen Xu Dai 34 2 0 03 Feb 2024
Robust Inverse Graphics via Probabilistic Inference Tuan Anh Le Pavel Sountsov Matthew D. Hoffman Ben Lee Brian Patton Rif A. Saurous 35 0 0 02 Feb 2024
AnimateLCM: Accelerating the Animation of Personalized Diffusion Models and Adapters with Decoupled Consistency Learning Fu-Yun Wang Zhaoyang Huang Xiaoyu Shi Weikang Bian Guanglu Song Yu Liu Hongsheng Li 21 16 0 01 Feb 2024
Convergence Analysis for General Probability Flow ODEs of Diffusion Models in Wasserstein Distances Xuefeng Gao Lingjiong Zhu 38 20 0 31 Jan 2024
Taiyi-Diffusion-XL: Advancing Bilingual Text-to-Image Generation with Large Vision-Language Model Support Xiaojun Wu Di Zhang Ruyi Gan Junyu Lu Ziwei Wu Renliang Sun Jiaxing Zhang Pingjian Zhang Yan Song VLM 34 6 0 26 Jan 2024
Contractive Diffusion Probabilistic Models Wenpin Tang Hanyang Zhao DiffM 49 12 0 23 Jan 2024
Exploring Diffusion Time-steps for Unsupervised Representation Learning Zhongqi Yue Jiankun Wang Qianru Sun Lei Ji E. Chang Hanwang Zhang DiffM 47 21 0 21 Jan 2024
Equivariant Graph Neural Operator for Modeling 3D Dynamics Minkai Xu Jiaqi Han Aaron Lou Jean Kossaifi Arvind Ramanathan Kamyar Azizzadenesheli J. Leskovec Stefano Ermon A. Anandkumar AI4CE 37 17 0 19 Jan 2024
A Simple Latent Diffusion Approach for Panoptic Segmentation and Mask Inpainting Wouter Van Gansbeke Bert De Brabandere DiffM 46 11 0 18 Jan 2024
Efficient generative adversarial networks using linear additive-attention Transformers Emilio Morales-Juarez Gibran Fuentes Pineda 42 3 0 17 Jan 2024
Consistent3D: Towards Consistent High-Fidelity Text-to-3D Generation with Deterministic Sampling Prior Zike Wu Pan Zhou Xuanyu Yi Xiaoding Yuan Hanwang Zhang DiffM 39 36 0 17 Jan 2024
SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers Nanye Ma Mark Goldstein M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden Saining Xie DiffM 40 169 0 16 Jan 2024