$Δ$ -DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers

3 June 2024

Peng Ye

Tao Chen

Papers citing "$Δ$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers"

21 / 21 papers shown

Title
Evolutionary Caching to Accelerate Your Off-the-Shelf Diffusion Model Anirud Aggarwal Abhinav Shrivastava M. Gwilliam 48 0 0 18 Jun 2025
Revisiting Diffusion Models: From Generative Pre-training to One-Step Generation Bowen Zheng Tianming Yang VLM 73 0 0 11 Jun 2025
MagCache: Fast Video Generation with Magnitude-Aware Cache Zehong Ma Longhui Wei Feng Wang Shiliang Zhang Q. Tian 28 0 0 10 Jun 2025
Astraea: A GPU-Oriented Token-wise Acceleration Framework for Video Diffusion Transformers Haosong Liu Yuge Cheng Zihan Liu Aiyue Chen Jing Lin Yiwu Yao Chen Chen Jingwen Leng Yu Feng Minyi Guo VGen 146 0 0 05 Jun 2025
Foresight: Adaptive Layer Reuse for Accelerated and High-Quality Text-to-Video Generation Muhammad Adnan Nithesh Kurella Akhil Arunkumar Prashant J. Nair DiffM VGen 25 0 0 31 May 2025
Re-ttention: Ultra Sparse Visual Generation via Attention Statistical Reshape Ruichen Chen Keith G. Mills Liyao Jiang Chao Gao Di Niu VGen 89 0 0 28 May 2025
One-Way Ticket:Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion Models S. Li Lei Wang Kai Wang Tao Liu J. Xie Joost van de Weijer Fahad Shahbaz Khan Shiqi Yang Yaxing Wang Jian Yang 48 0 0 28 May 2025
Enhancing Text-to-Image Diffusion Transformer via Split-Text Conditioning Yu Zhang Jialei Zhou Xinchen Li Qi Zhang Zhongwei Wan Tianyu Wang Duoqian Miao Changwei Wang LongBing Cao DiffM 48 2 0 25 May 2025
dKV-Cache: The Cache for Diffusion Language Models Xinyin Ma Runpeng Yu Gongfan Fang Xinchao Wang DiffM 103 3 0 21 May 2025
Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT Acceleration Haipeng Fang Sheng Tang Juan Cao Enshuo Zhang Fan Tang Tong-Yee Lee 94 0 0 16 May 2025
Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition Zhiyuan Chen Keyi Li Yifan Jia Le Ye Yufei Ma DiffM 71 0 0 09 May 2025
FasterCache: Training-Free Video Diffusion Model Acceleration with High Quality Zhengyao Lv Chenyang Si Junhao Song Zhenyu Yang Ping Luo Ziwei Liu Kwan-Yee K. Wong VGen DiffM 166 18 0 13 Mar 2025
From Reusing to Forecasting: Accelerating Diffusion Models with TaylorSeers Jiacheng Liu Chang Zou Yuanhuiyi Lyu Junjie Chen Linfeng Zhang DiffM 147 5 0 10 Mar 2025
Accelerating Diffusion Transformers with Token-wise Feature Caching Chang Zou Xuyang Liu Ting Liu Siteng Huang Linfeng Zhang 165 24 0 20 Feb 2025
EXION: Exploiting Inter- and Intra-Iteration Output Sparsity for Diffusion Models Jaehoon Heo Adiwena Putra Jieon Yoon Sungwoong Yune Hangyeol Lee Ji-Hoon Kim Joo-Young Kim DiffM 85 1 0 10 Jan 2025
AsymRnR: Video Diffusion Transformers Acceleration with Asymmetric Reduction and Restoration Wenhao Sun Rong-Cheng Tu Jingyi Liao Zhao Jin Dacheng Tao VGen 250 1 0 16 Dec 2024
Timestep Embedding Tells: It's Time to Cache for Video Diffusion Model Feng Liu Shiwei Zhang Xiaofeng Wang Yujie Wei Haonan Qiu Yuzhong Zhao Yingya Zhang Qixiang Ye Fang Wan VGen AI4TS 213 30 0 28 Nov 2024
Real-Time Video Generation with Pyramid Attention Broadcast Xuanlei Zhao Xiaolong Jin Kai Wang Yang You VGen DiffM 170 45 0 22 Aug 2024
LAPTOP-Diff: Layer Pruning and Normalized Distillation for Compressing Diffusion Models Dingkun Zhang Sijia Li Chen Chen Qingsong Xie H. Lu 121 29 0 17 Apr 2024
Faster Diffusion via Temporal Attention Decomposition Haozhe Liu Wentian Zhang Jinheng Xie Francesco Faccio Mengmeng Xu Tao Xiang Mike Zheng Shou Juan-Manuel Perez-Rua Jürgen Schmidhuber DiffM 171 24 0 03 Apr 2024
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 241 616 0 02 Nov 2022

ΔΔΔ-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers

Papers citing "$Δ$-DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers"

$Δ$ -DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers