Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers

Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers

25 June 2024

Xin Wang

Zhi Wang

Wenwu Zhu

Papers citing "Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers"

17 / 17 papers shown

Title
Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition Zhiyuan Chen Keyi Li Yifan Jia Le Ye Yufei Ma DiffM 35 0 0 09 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 45 0 0 08 May 2025
MixDiT: Accelerating Image Diffusion Transformer Inference with Mixed-Precision MX Quantization Daeun Kim Jinwoo Hwang Changhun Oh Jongse Park MQ 37 0 0 11 Apr 2025
Classic Video Denoising in a Machine Learning World: Robust, Fast, and Controllable Xin Jin Simon Niklaus Zhoutong Zhang Zhihao Xia Chunle Guo Yuting Yang J. Chen Chongyi Li VGen 46 0 0 04 Apr 2025
OuroMamba: A Data-Free Quantization Framework for Vision Mamba Models Akshat Ramachandran Mingyu Lee Huan Xu Souvik Kundu Tushar Krishna MQ 51 1 0 13 Mar 2025
Post-Training Quantization for Diffusion Transformer via Hierarchical Timestep Grouping Ning Ding Jing Han Yuchuan Tian Chao Xu Kai Han Yehui Tang MQ 44 0 0 10 Mar 2025
TR-DQ: Time-Rotation Diffusion Quantization Yihua Shao Deyang Lin Fanhu Zeng Minxi Yan M. Zhang ... Haozhe Wang J. Guo Yan Wang Haotong Qin Hao Tang MQ DiffM 77 1 0 09 Mar 2025
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 99 11 0 28 Nov 2024
Quantization without Tears Minghao Fu Hao Yu Jie Shao Junjie Zhou Ke Zhu Jianxin Wu MQ 64 1 0 21 Nov 2024
Bag of Design Choices for Inference of High-Resolution Masked Generative Transformer Shitong Shao Zikai Zhou Tian Ye Lichen Bai Zhiqiang Xu Zeke Xie DiffM 49 0 0 16 Nov 2024
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing Zhenyuan Dong Sai Qian Zhang MQ 31 3 0 12 Sep 2024
Real-Time Video Generation with Pyramid Attention Broadcast Xuanlei Zhao Xiaolong Jin Kai Wang Yang You VGen DiffM 77 32 0 22 Aug 2024
Temporal Feature Matters: A Framework for Diffusion Model Quantization Yushi Huang Ruihao Gong Xianglong Liu Jing Liu Yuhang Li Jiwen Lu Dacheng Tao DiffM MQ 49 0 0 28 Jul 2024
ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation Tianchen Zhao Tongcheng Fang Haofeng Huang Enshu Liu Widyadewi Soedarmadji ... Shengen Yan Huazhong Yang Xuefei Ning Xuefei Ning Yu Wang MQ VGen 112 25 0 04 Jun 2024
TerDiT: Ternary Diffusion Models with Transformers Xudong Lu Aojun Zhou Ziyi Lin Qi Liu Yuhui Xu Renrui Zhang Yafei Wen Shuai Ren Peng Gao Junchi Yan MQ 53 2 0 23 May 2024
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Emiel Hoogeboom Didrik Nielsen P. Jaini Patrick Forré Max Welling DiffM 207 394 0 10 Feb 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 324 75,834 0 18 May 2015