DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps

2 June 2022

Jianfei Chen

Jun Zhu

Papers citing "DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps"

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Title
MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation Omer Bar-Tal Lior Yariv Y. Lipman Tali Dekel 45 365 1 16 Feb 2023
Diffusion Models in Bioinformatics: A New Wave of Deep Learning Revolution in Action Zhiye Guo Jian Liu Yanli Wang Mengrui Chen Duolin Wang Dong Xu Jianlin Cheng MedIm AI4CE DiffM 48 22 0 13 Feb 2023
UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models Wenliang Zhao Lujia Bai Yongming Rao Jie Zhou Jiwen Lu DiffM 27 200 0 09 Feb 2023
Better Diffusion Models Further Improve Adversarial Training Zekai Wang Tianyu Pang Chao Du Min Lin Weiwei Liu Shuicheng Yan DiffM 26 208 0 09 Feb 2023
Adversarial Example Does Good: Preventing Painting Imitation from Diffusion Models via Adversarial Examples Chumeng Liang Xiaoyu Wu Yang Hua Jiaru Zhang Yiming Xue Tao Song Zhengui Xue Ruhui Ma Haibing Guan DiffM WIGM 24 117 0 09 Feb 2023
Geometry of Score Based Generative Models S. Ghimire Jinyang Liu Armand Comas Massague Davin Hill A. Masoomi Mario Sznaier Jennifer Dy DiffM 33 8 0 09 Feb 2023
Q-Diffusion: Quantizing Diffusion Models Xiuyu Li Yijia Liu Long Lian Hua Yang Zhen Dong Daniel Kang Shanghang Zhang Kurt Keutzer DiffM MQ 50 154 0 08 Feb 2023
HumanMAC: Masked Motion Completion for Human Motion Prediction Ling-Hao Chen Jiawei Zhang Ye-rong Li Yiren Pang Xiaobo Xia Tongliang Liu DiffM VGen 42 57 0 07 Feb 2023
Structure and Content-Guided Video Synthesis with Diffusion Models Patrick Esser Johnathan Chiu Parmida Atighehchian Jonathan Granskog Anastasis Germanidis DiffM VGen 94 509 0 06 Feb 2023
Eliminating Contextual Prior Bias for Semantic Image Editing via Dual-Cycle Diffusion Zuopeng Yang Tianshu Chu Xin Lin Erdun Gao Daqing Liu J. Yang Chaoyue Wang DiffM 37 16 0 05 Feb 2023
ReDi: Efficient Learning-Free Diffusion Inference via Trajectory Retrieval Kexun Zhang Xianjun Yang William Yang Wang Lei Li DiffM 53 8 0 05 Feb 2023
Divide and Compose with Score Based Generative Models S. Ghimire Armand Comas Davin Hill A. Masoomi Mario Sznaier Jennifer Dy DiffM 27 0 0 05 Feb 2023
Improving and generalizing flow-based generative models with minibatch optimal transport Alexander Tong Kilian Fatras Nikolay Malkin G. Huguet Yanlei Zhang Jarrid Rector-Brooks Guy Wolf Yoshua Bengio OOD DiffM OT 42 240 0 01 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 46 611 0 31 Jan 2023
Optimizing DDPM Sampling with Shortcut Fine-Tuning Ying Fan Kangwook Lee 21 53 0 31 Jan 2023
ERA-Solver: Error-Robust Adams Solver for Fast Sampling of Diffusion Probabilistic Models Shengmeng Li Luping Liu Zenghao Chai Runnan Li Xuejiao Tan DiffM 35 11 0 30 Jan 2023
Minimizing Trajectory Curvature of ODE-based Generative Models Sangyun Lee Beomsu Kim Jong Chul Ye 46 53 0 27 Jan 2023
Image Restoration with Mean-Reverting Stochastic Differential Equations Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon DiffM 44 156 0 27 Jan 2023
Accelerating Guided Diffusion Sampling with Splitting Numerical Methods Suttisak Wizadwongsa Supasorn Suwajanakorn DiffM 43 12 0 27 Jan 2023
Bipartite Graph Diffusion Model for Human Interaction Generation Baptiste Chopin Hao Tang Mohamed Daoudi DiffM 21 12 0 24 Jan 2023
StyleGAN-T: Unlocking the Power of GANs for Fast Large-Scale Text-to-Image Synthesis Axel Sauer Tero Karras S. Laine Andreas Geiger Timo Aila 37 209 0 23 Jan 2023
Fast Inference in Denoising Diffusion Models via MMD Finetuning Emanuele Aiello D. Valsesia E. Magli DiffM 22 4 0 19 Jan 2023
Mathematical analysis of singularities in the diffusion model under the submanifold assumption Yubin Lu Zhongjian Wang G. Bal DiffM 39 8 0 19 Jan 2023
Muse: Text-To-Image Generation via Masked Generative Transformers Huiwen Chang Han Zhang Jarred Barber AJ Maschinot José Lezama ... Kevin Patrick Murphy William T. Freeman Michael Rubinstein Yuanzhen Li Dilip Krishnan DiffM 197 523 0 02 Jan 2023
Conditional Diffusion Based on Discrete Graph Structures for Molecular Graph Generation Han Huang Leilei Sun Bowen Du Weifeng Lv 45 40 0 01 Jan 2023
Optimizing Prompts for Text-to-Image Generation Y. Hao Zewen Chi Li Dong Furu Wei 50 140 0 19 Dec 2022
MM-Diffusion: Learning Multi-Modal Diffusion Models for Joint Audio and Video Generation Ludan Ruan Yi Ma Huan Yang Huiguo He Bei Liu Jianlong Fu Nicholas Jing Yuan Qin Jin B. Guo DiffM VGen 36 174 0 19 Dec 2022
HS-Diffusion: Semantic-Mixing Diffusion for Head Swapping Qinghe Wang Lijie Liu Miao Hua Pengfei Zhu W. Zuo Qinghua Hu Huchuan Lu Bing Cao DiffM 29 8 0 13 Dec 2022
M-VADER: A Model for Diffusion with Multimodal Context Samuel Weinbach Marco Bellagente C. Eichenberg Andrew M. Dai R. Baldock Souradeep Nanda Bjorn Deiseroth Koen Oostermeijer H. Teufel Andres Felipe Cruz Salinas DiffM 35 11 0 06 Dec 2022
Diffusion Video Autoencoders: Toward Temporally Consistent Face Video Editing via Disentangled Video Encoding Gyeongman Kim Hajin Shim Hyunsung Kim Yunjey Choi Junho Kim Eunho Yang DiffM VGen 39 31 0 06 Dec 2022
PhysDiff: Physics-Guided Human Motion Diffusion Model Ye Yuan Jiaming Song Umar Iqbal Arash Vahdat Jan Kautz VGen DiffM 43 237 0 05 Dec 2022
Multiscale Structure Guided Diffusion for Image Deblurring Mengwei Ren M. Delbracio Hossein Talebi Guido Gerig P. Milanfar DiffM 21 59 0 04 Dec 2022
Why Are Conditional Generative Models Better Than Unconditional Ones? Fan Bao Chongxuan Li Jiacheng Sun Jun Zhu DiffM 24 22 0 01 Dec 2022
Dimensionality-Varying Diffusion Process Han Zhang Ruili Feng Zhantao Yang Lianghua Huang Yu Liu Yifei Zhang Yujun Shen Deli Zhao Jingren Zhou Fan Cheng DiffM 30 10 0 29 Nov 2022
Post-training Quantization on Diffusion Models Yuzhang Shang Zhihang Yuan Bin Xie Bingzhe Wu Yan Yan DiffM MQ 17 160 0 28 Nov 2022
Continuous diffusion for categorical data Sander Dieleman Laurent Sartran Arman Roshannai Nikolay Savinov Yaroslav Ganin ... Conor Durkan Curtis Hawthorne Rémi Leblond Will Grathwohl J. Adler DiffM 32 98 0 28 Nov 2022
DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models Zhengfu He Tianxiang Sun Kuan-Chieh Jackson Wang Xuanjing Huang Xipeng Qiu DiffM VLM 24 113 0 28 Nov 2022
Diffusion Probabilistic Model Made Slim Xingyi Yang Daquan Zhou Jiashi Feng Xinchao Wang DiffM 27 104 0 27 Nov 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 44 46 0 25 Nov 2022
Fast Sampling of Diffusion Models via Operator Learning Hongkai Zheng Weili Nie Arash Vahdat Kamyar Azizzadenesheli Anima Anandkumar DiffM 65 134 0 24 Nov 2022
EDICT: Exact Diffusion Inversion via Coupled Transformations Bram Wallace Akash Gokul Nikhil Naik DiffM 22 174 0 22 Nov 2022
Accelerating Diffusion Sampling with Classifier-based Feature Distillation Wujie Sun Defang Chen Can Wang Deshi Ye Yan Feng Chun-Yen Chen 35 16 0 22 Nov 2022
Disentangled Representation Learning Xin Wang Hong Chen Siao Tang Zihao Wu Wenwu Zhu DRL 37 78 0 21 Nov 2022
MagicVideo: Efficient Video Generation With Latent Diffusion Models Daquan Zhou Weimin Wang Hanshu Yan Weiwei Lv Yizhe Zhu Jiashi Feng DiffM VGen 39 373 0 20 Nov 2022
Diffusion Model Based Posterior Sampling for Noisy Linear Inverse Problems Xiangming Meng Y. Kabashima DiffM 14 52 0 20 Nov 2022
Patch-Based Denoising Diffusion Probabilistic Model for Sparse-View CT Reconstruction Wenjun Xia W. Cong Ge Wang DiffM MedIm 28 23 0 18 Nov 2022
DiffusionDet: Diffusion Model for Object Detection Shoufa Chen Pei Sun Yibing Song Ping Luo 68 443 0 17 Nov 2022
Extreme Generative Image Compression by Learning Text Embedding from Diffusion Models Zhihong Pan Xiaoxia Zhou Hao Tian DiffM 33 22 0 14 Nov 2022
Arbitrary Style Guidance for Enhanced Diffusion-Based Text-to-Image Generation Zhihong Pan Xiaoxia Zhou Hao Tian DiffM 20 11 0 14 Nov 2022
Few-shot Image Generation with Diffusion Models Jin Zhu Huimin Ma Jiansheng Chen Jian Yuan DiffM 40 20 0 07 Nov 2022