Efficient Diffusion Training via Min-SNR Weighting Strategy

16 March 2023

Jianmin Bao

Papers citing "Efficient Diffusion Training via Min-SNR Weighting Strategy"

50 / 112 papers shown

Title
A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training Kai Wang Yukun Zhou Mingjia Shi Zhihang Yuan Yuzhang Shang Yuzhang Shang Hanwang Zhang Hanwang Zhang Yang You 71 10 0 27 May 2024
LiteVAE: Lightweight and Efficient Variational Autoencoders for Latent Diffusion Models Seyedmorteza Sadat Jakob Buhmann Derek Bradley Otmar Hilliges Romann M. Weber 49 9 0 23 May 2024
ComboStoc: Combinatorial Stochasticity for Diffusion Generative Models Rui-Xue Xu Jie-Chao Wang Hao Pan Yang Liu Xin Tong Shiqing Xin Changhe Tu Taku Komura Wenping Wang DiffM 43 1 0 22 May 2024
Frequency-Domain Refinement with Multiscale Diffusion for Super Resolution Xingjian Wang Li Chai Jiming Chen 34 1 0 16 May 2024
Consistency Policy: Accelerated Visuomotor Policies via Consistency Distillation Aaditya Prasad Kevin Qinghong Lin Jimmy Wu Linqi Zhou Jeannette Bohg 40 50 0 13 May 2024
Frame Interpolation with Consecutive Brownian Bridge Diffusion Zonglin Lyu Ming Li Jianbo Jiao Cheng Chen DiffM 32 4 0 09 May 2024
A text-based, generative deep learning model for soil reflectance spectrum simulation in the VIS-NIR (400-2499 nm) bands Tong Lei Brian N. Bailey 25 0 0 02 May 2024
RHanDS: Refining Malformed Hands for Generated Images with Decoupled Structure and Style Guidance Chengrui Wang Pengfei Liu Min Zhou Ming Zeng Xubin Li Tiezheng Ge Bo Zheng DiffM 55 4 0 22 Apr 2024
Tango 2: Aligning Diffusion-based Text-to-Audio Generations through Direct Preference Optimization Navonil Majumder Chia-Yu Hung Deepanway Ghosal Wei-Ning Hsu Rada Mihalcea Soujanya Poria 42 52 0 15 Apr 2024
Conditional diffusion models for downscaling & bias correction of Earth system model precipitation Michael Aich P. Hess Baoxiang Pan S. Bathiany Yu Huang Niklas Boers AI4Cl DiffM 33 6 0 05 Apr 2024
Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better En-hao Liu Junyi Zhu Zinan Lin Xuefei Ning Shuaiqi Wang ... Sergey Yekhanin Guohao Dai Huazhong Yang Yu-Xiang Wang Yu Wang MoMe 57 4 0 02 Apr 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 47 11 0 21 Mar 2024
TexDreamer: Towards Zero-Shot High-Fidelity 3D Human Texture Generation Yufei Liu Junwei Zhu Junshu Tang Shijie Zhang Jiangning Zhang Weijian Cao Chengjie Wang Yunsheng Wu Dongjin Huang 46 8 0 19 Mar 2024
Denoising Task Difficulty-based Curriculum for Training Diffusion Models Jin-Young Kim Hyojun Go Soonwoo Kwon Hyun-Gyoon Kim DiffM 54 6 0 15 Mar 2024
Towards Faster Training of Diffusion Models: An Inspiration of A Consistency Phenomenon Tianshuo Xu Peng Mi Ruilin Wang Yingcong Chen DiffM 46 6 0 14 Mar 2024
Switch Diffusion Transformer: Synergizing Denoising Tasks with Sparse Mixture-of-Experts Byeongjun Park Hyojun Go Jin-Young Kim Sangmin Woo Seokil Ham Changick Kim DiffM MoE 59 13 0 14 Mar 2024
Enhancing Audio Generation Diversity with Visual Information Zeyu Xie Baihan Li Xuenan Xu Mengyue Wu Kai Yu 32 3 0 02 Mar 2024
Structure-Guided Adversarial Training of Diffusion Models Ling Yang Haotian Qian Zhilong Zhang Jingwei Liu Bin Cui 25 10 0 27 Feb 2024
Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models Yixin Liu Kai Zhang Yuan Li Zhiling Yan Chujie Gao ... Yue Huang Hanchi Sun Jianfeng Gao Lifang He Lichao Sun VLM VGen EGVM 75 259 0 27 Feb 2024
Scalable High-Resolution Pixel-Space Image Synthesis with Hourglass Diffusion Transformers Katherine Crowson Stefan Andreas Baumann Alex Birch Tanishq Mathew Abraham Daniel Z. Kaplan Enrico Shippole 26 48 0 21 Jan 2024
Demystifying Variational Diffusion Models Fabio De Sousa Ribeiro Ben Glocker DiffM 25 0 0 11 Jan 2024
Diffusion Model with Perceptual Loss Shanchuan Lin Xiao Yang DiffM 30 15 0 30 Dec 2023
Balanced SNR-Aware Distillation for Guided Text-to-Audio Generation Bingzhi Liu Yin Cao Haohe Liu Yi Zhou DiffM 22 0 0 25 Dec 2023
HAAR: Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles V. Sklyarova Egor Zakharov Otmar Hilliges Michael J. Black Justus Thies 3DH 30 13 0 18 Dec 2023
PI3D: Efficient Text-to-3D Generation with Pseudo-Image Diffusion Ying-Tian Liu Yuanchen Guo Guan Luo Heyi Sun Wei Yin Song-Hai Zhang 29 18 0 14 Dec 2023
Knowledge-Aware Artifact Image Synthesis with LLM-Enhanced Prompting and Multi-Source Supervision Shengguang Wu Zhenglun Chen Qi Su DiffM 25 0 0 13 Dec 2023
CMMD: Contrastive Multi-Modal Diffusion for Video-Audio Conditional Modeling Ruihan Yang H. Gamper Sebastian Braun DiffM 30 5 0 08 Dec 2023
Fully Spiking Denoising Diffusion Implicit Models Ryo Watanabe Yusuke Mukuta Tatsuya Harada DiffM 23 3 0 04 Dec 2023
ToddlerDiffusion: Flash Interpretable Controllable Diffusion Model Eslam Mohamed Bakr Liangbing Zhao Vincent Tao Hu Matthieu Cord Patrick Pérez Mohamed Elhoseiny 27 0 0 24 Nov 2023
Finetuning Text-to-Image Diffusion Models for Fairness Xudong Shen Chao Du Tianyu Pang Min-Bin Lin Yongkang Wong Mohan S. Kankanhalli 26 50 0 11 Nov 2023
Patch-based Selection and Refinement for Early Object Detection Tianyi Zhang Kishore Kasichainula Yaoxin Zhuo Baoxin Li Jae-sun Seo Yu Cao 31 5 0 03 Nov 2023
Expanding Expressiveness of Diffusion Models with Limited Data via Self-Distillation based Fine-Tuning Jiwan Hur Jaehyun Choi Gyojin Han Dong-Jae Lee Junmo Kim 30 4 0 02 Nov 2023
Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model Ruoxi Shi Hansheng Chen Zhuoyang Zhang Minghua Liu Chao Xu Xinyue Wei Linghao Chen Chong Zeng Hao Su VLM 25 340 0 23 Oct 2023
ScaleLong: Towards More Stable Training of Diffusion Model via Scaling Network Long Skip Connection Zhongzhan Huang Pan Zhou Shuicheng Yan Liang Lin 24 26 0 20 Oct 2023
Debias the Training of Diffusion Models Huikang Yu Li Shen Jie Huang Man Zhou Hongsheng Li Feng Zhao DiffM 24 2 0 12 Oct 2023
Denoising Task Routing for Diffusion Models Byeongjun Park Sangmin Woo Hyojun Go Jin-Young Kim Changick Kim DiffM 24 18 0 11 Oct 2023
DiffuSeq-v2: Bridging Discrete and Continuous Text Spaces for Accelerated Seq2Seq Diffusion Models Shansan Gong Mukai Li Jiangtao Feng Zhiyong Wu Lingpeng Kong 36 19 0 09 Oct 2023
AdaDiff: Accelerating Diffusion Models through Step-Wise Adaptive Computation Shengkun Tang Yaqing Wang Maksim Dzhigil Yi Liang Heng Chang Dongkuan Xu 40 5 0 29 Sep 2023
CCEdit: Creative and Controllable Video Editing via Diffusion Models Danfeng Hong Wenming Weng Hao Li Yuhui Yuan Jing Yao Chong Luo Zhibo Chen Baining Guo DiffM VGen 21 42 0 28 Sep 2023
Distilling ODE Solvers of Diffusion Models into Smaller Steps Sanghwan Kim Hao Tang Fisher Yu 20 3 0 28 Sep 2023
ConsistencyTTA: Accelerating Diffusion-Based Text-to-Audio Generation with Consistency Distillation Yatong Bai Trung D. Q. Dang Dung N. Tran K. Koishida Somayeh Sojoudi DiffM 49 22 0 19 Sep 2023
Beta Diffusion Mingyuan Zhou Tianqi Chen Zhendong Wang Huangjie Zheng DiffM 21 10 0 14 Sep 2023
Reasoning with Latent Diffusion in Offline Reinforcement Learning S. Venkatraman Shivesh Khaitan Ravi Tej Akella John M. Dolan Jeff Schneider Glen Berseth OffRL 17 22 0 12 Sep 2023
SA-Solver: Stochastic Adams Solver for Fast Sampling of Diffusion Models Shuchen Xue Mingyang Yi Weijian Luo Shifeng Zhang Jiacheng Sun ZeLin Li Zhi-Ming Ma DiffM 42 49 0 10 Sep 2023
DiffFlow: A Unified SDE Framework for Score-Based Diffusion Models and Generative Adversarial Networks Jingwei Zhang Han Shi Jincheng Yu Enze Xie Zhenguo Li DiffM 26 3 0 05 Jul 2023
Masked Diffusion Models Are Fast Distribution Learners Jiachen Lei Qinglong Wang Pengyu Cheng Zhongjie Ba Zhan Qin Zhibo Wang Zhenguang Liu Kui Ren DiffM 29 2 0 20 Jun 2023
Viewset Diffusion: (0-)Image-Conditioned 3D Generative Models from 2D Data Stanislaw Szymanowicz Christian Rupprecht Andrea Vedaldi 38 99 0 13 Jun 2023
Fast Diffusion Model Zike Wu Pan Zhou Kenji Kawaguchi Hanwang Zhang DiffM 21 19 0 12 Jun 2023
Multi-Architecture Multi-Expert Diffusion Models Yunsung Lee Jin-Young Kim Hyojun Go Myeongho Jeong Shinhyeok Oh Seungtaek Choi DiffM 31 29 0 08 Jun 2023
Addressing Negative Transfer in Diffusion Models Hyojun Go Jinyoung Kim Yunsung Lee Seunghyun Lee Shinhyeok Oh Hyeongdon Moon Seungtaek Choi DiffM VLM 32 24 0 01 Jun 2023