Fast ODE-based Sampling for Diffusion Models in Around 5 Steps

30 November 2023

Papers citing "Fast ODE-based Sampling for Diffusion Models in Around 5 Steps"

38 / 38 papers shown

Title
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 45 0 0 08 May 2025
Quantizing Diffusion Models from a Sampling-Aware Perspective Qian Zeng Jie Song Yuanyu Wan Huiqiong Wang Mingli Song DiffM MQ 88 1 0 04 May 2025
Flow Along the K-Amplitude for Generative Modeling Weitao Du Shuning Chang Jiasheng Tang Yu Rong F. Wang Shengchao Liu 51 0 0 27 Apr 2025
Optimal Stepsize for Diffusion Sampling Jianning Pei Han Hu Shuyang Gu 48 0 0 27 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
Accelerating Diffusion Sampling via Exploiting Local Transition Coherence Shangwen Zhu Han Zhang Zhantao Yang Qianyu Peng Zhao Pu Haoran Wang Fan Cheng DiffM 48 0 0 12 Mar 2025
TraFlow: Trajectory Distillation on Pre-Trained Rectified Flow Zhangkai Wu Xuhui Fan Hongyu Wu Longbing Cao 44 0 0 24 Feb 2025
S4S: Solving for a Diffusion Model Solver Eric Frankel Sitan Chen J. Li Pang Wei Koh Lillian J. Ratliff Sewoong Oh DiffM 48 0 0 24 Feb 2025
PFDiff: Training-Free Acceleration of Diffusion Models Combining Past and Future Scores Guangyi Wang Yuren Cai Lijiang Li Wei Peng Songzhi Su DiffM 54 0 0 21 Feb 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
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
TrojFlow: Flow Models are Natural Targets for Trojan Attacks Zhengyang Qi Xiaohua Xu AAML 92 0 0 21 Dec 2024
SHMT: Self-supervised Hierarchical Makeup Transfer via Latent Diffusion Models Zhaoyang Sun Shengwu Xiong Yaxiong Chen Fei Du Weihua Chen Fan Wang Yi Rong DiffM 74 1 0 15 Dec 2024
Diffusion Sampling Correction via Approximately 10 Parameters Guangyi Wang Wei Peng Lijiang Li Wenyu Chen Yuren Cai Songzhi Su DiffM 35 0 0 10 Nov 2024
ROBIN: Robust and Invisible Watermarks for Diffusion Models with Adversarial Optimization Huayang Huang Yu Wu Qian Wang DiffM WIGM 51 5 0 06 Nov 2024
Simple ReFlow: Improved Techniques for Fast Flow Models Beomsu Kim Yu-Guan Hsieh Michal Klein Marco Cuturi Jong Chul Ye Bahjat Kawar James Thornton VLM 33 7 0 10 Oct 2024
Learning Efficient and Effective Trajectories for Differential Equation-based Image Restoration Zhiyu Zhu Jinhui Hou Hui Liu Huanqiang Zeng Junhui Hou 40 0 0 07 Oct 2024
Simple and Fast Distillation of Diffusion Models Zhenyu Zhou Defang Chen Can Wang Chun Chen Siwei Lyu DiffM 40 5 0 29 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 45 5 0 28 Sep 2024
Learning Quantized Adaptive Conditions for Diffusion Models Yuchen Liang Yuchuan Tian Lei Yu Huao Tang Jie Hu Xiangzhong Fang Hanting Chen DiffM 34 0 0 26 Sep 2024
Ctrl-GenAug: Controllable Generative Augmentation for Medical Sequence Classification Xinrui Zhou Yuhao Huang Haoran Dou Shijing Chen Ao Chang ... Jie Jessie Ren Ruobing Huang Jun Cheng Wufeng Xue Dong Ni MedIm 141 0 0 25 Sep 2024
GALD-SE: Guided Anisotropic Lightweight Diffusion for Efficient Speech Enhancement Chengzhong Wang Jianjun Gu Dingding Yao Junfeng Li Yonghong Yan DiffM 131 0 0 23 Sep 2024
Accurate Compression of Text-to-Image Diffusion Models via Vector Quantization Vage Egiazarian Denis Kuznedelev Anton Voronov Ruslan Svirschevski Michael Goin Daniil Pavlov Dan Alistarh Dmitry Baranchuk MQ 39 0 0 31 Aug 2024
SlimFlow: Training Smaller One-Step Diffusion Models with Rectified Flow Yuanzhi Zhu Xingchao Liu Qiang Liu 46 9 0 17 Jul 2024
Consistency Models Made Easy Zhengyang Geng Ashwini Pokle William Luo Justin Lin J. Zico Kolter 43 24 0 20 Jun 2024
Accelerating Diffusion Models with Parallel Sampling: Inference at Sub-Linear Time Complexity Haoxuan Chen Yinuo Ren Lexing Ying Grant M. Rotskoff 48 16 0 24 May 2024
Learning to Discretize Denoising Diffusion ODEs Vinh Tong Anji Liu Trung-Dung Hoang Guy Van den Broeck Mathias Niepert DiffM 44 4 0 24 May 2024
On the Trajectory Regularity of ODE-based Diffusion Sampling Defang Chen Zhenyu Zhou Can Wang Chunhua Shen Siwei Lyu 37 14 0 18 May 2024
Accelerating Image Generation with Sub-path Linear Approximation Model Chen Xu Tian-Shu Song Weixin Feng Xubin Li Tiezheng Ge Bo Zheng Limin Wang 42 11 0 22 Apr 2024
Resistive Memory-based Neural Differential Equation Solver for Score-based Diffusion Model Jichang Yang Hegan Chen Jia Chen Song-jian Wang Shaocong Wang ... Dashan Shang Han Wang Qi Liu Kwang-Ting Cheng Ming-Yu Liu DiffM 18 0 0 08 Apr 2024
Bidirectional Consistency Models Liangchen Li Jiajun He DiffM 67 11 0 26 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 33 0 0 05 Mar 2024
A Geometric Perspective on Diffusion Models Defang Chen Zhenyu Zhou Jianhan Mei Chunhua Shen Chun-Yen Chen C. Wang DiffM 21 18 0 31 May 2023
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,781 0 24 Feb 2021
Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed Eric Luhman Troy Luhman DiffM 195 258 0 07 Jan 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 282 10,354 0 12 Dec 2018
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 309 75,834 0 18 May 2015
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 296 39,198 0 01 Sep 2014