Temporal Dynamic Quantization for Diffusion Models

4 June 2023

Papers citing "Temporal Dynamic Quantization for Diffusion Models"

36 / 36 papers shown

Title
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 12 0 0 16 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 53 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
DyDiT++: Dynamic Diffusion Transformers for Efficient Visual Generation Wangbo Zhao Yizeng Han Jiasheng Tang Kai Wang Hao Luo Yibing Song Gao Huang Fan Wang Yang You 74 0 0 09 Apr 2025
Random Conditioning with Distillation for Data-Efficient Diffusion Model Compression Dohyun Kim S. Park Geonhee Han Seung Wook Kim Paul Hongsuck Seo DiffM 70 0 0 02 Apr 2025
FP4DiT: Towards Effective Floating Point Quantization for Diffusion Transformers Ruichen Chen Keith G. Mills Di Niu MQ 59 0 0 19 Mar 2025
Stabilizing Quantization-Aware Training by Implicit-Regularization on Hessian Matrix Junbiao Pang Tianyang Cai 49 1 0 14 Mar 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 86 9 0 13 Mar 2025
Exposure Bias Reduction for Enhancing Diffusion Transformer Feature Caching Zhen Zou Hu Yu Jie Xiao Feng Zhao 47 0 0 10 Mar 2025
Hardware-Friendly Static Quantization Method for Video Diffusion Transformers Sanghyun Yi Qingfeng Liu Mostafa El-Khamy MQ VGen 41 0 0 20 Feb 2025
Ditto: Accelerating Diffusion Model via Temporal Value Similarity Sungbin Kim Hyunwuk Lee Wonho Cho Mincheol Park Won Woo Ro 60 1 0 20 Jan 2025
PTQ4VM: Post-Training Quantization for Visual Mamba Younghyun Cho Changhun Lee Seonggon Kim Eunhyeok Park MQ Mamba 53 2 0 29 Dec 2024
FADA: Fast Diffusion Avatar Synthesis with Mixed-Supervised Multi-CFG Distillation Tianyun Zhong Chao Liang Jianwen Jiang Gaojie Lin Jiaqi Yang Zhou Zhao DiffM 107 1 0 22 Dec 2024
MPQ-Diff: Mixed Precision Quantization for Diffusion Models Rocco Manz Maruzzelli Basile Lewandowski Lydia Y. Chen DiffM MQ 112 0 0 28 Nov 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 106 11 0 28 Nov 2024
PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution Libo Zhu Jiajian Li Haotong Qin Wuyang Li Yulun Zhang Yong Guo Xiaokang Yang DiffM MQ 72 2 0 26 Nov 2024
Dynamic Diffusion Transformer Wangbo Zhao Yizeng Han Jiasheng Tang Kai Wang Yibing Song Gao Huang Fan Wang Yang You 77 13 0 04 Oct 2024
DilateQuant: Accurate and Efficient Diffusion Quantization via Weight Dilation Xuewen Liu Zhikai Li Qingyi Gu MQ 39 4 0 22 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 46 0 0 31 Aug 2024
Real-Time Video Generation with Pyramid Attention Broadcast Xuanlei Zhao Xiaolong Jin Kai Wang Yang You VGen DiffM 82 33 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
QVD: Post-training Quantization for Video Diffusion Models Shilong Tian Hong Chen Chengtao Lv Yu Liu Jinyang Guo Xianglong Liu Shengxi Li Hao Yang Tao Xie VGen MQ 46 3 0 16 Jul 2024
Timestep-Aware Correction for Quantized Diffusion Models Yuzhe Yao Feng Tian Jun Chen Haonan Lin Guang Dai Yong Liu Jingdong Wang DiffM MQ 46 5 0 04 Jul 2024
Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers Lei Chen Yuan Meng Chen Tang Xinzhu Ma Jingyan Jiang Xin Wang Zhi Wang Wenwu Zhu MQ 36 23 0 25 Jun 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 61 4 0 17 Jun 2024
BitsFusion: 1.99 bits Weight Quantization of Diffusion Model Yang Sui Yanyu Li Anil Kag Yerlan Idelbayev Junli Cao Ju Hu Dhritiman Sagar Bo Yuan Sergey Tulyakov Jian Ren MQ 47 19 0 06 Jun 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 26 0 04 Jun 2024
$Δ$ -DiT: A Training-Free Acceleration Method Tailored for Diffusion Transformers Pengtao Chen Mingzhu Shen Peng Ye Jianjian Cao Chongjun Tu C. Bouganis Yiren Zhao Tao Chen 62 29 0 03 Jun 2024
Privacy-Aware Randomized Quantization via Linear Programming Zhongteng Cai Xueru Zhang Mohammad Mahdi Khalili 63 2 0 01 Jun 2024
MixDQ: Memory-Efficient Few-Step Text-to-Image Diffusion Models with Metric-Decoupled Mixed Precision Quantization Tianchen Zhao Xuefei Ning Tongcheng Fang En-hao Liu Guyue Huang Zinan Lin Shengen Yan Guohao Dai Yu Wang MQ DiffM 72 19 0 28 May 2024
QNCD: Quantization Noise Correction for Diffusion Models Huanpeng Chu Wei Wu Chengjie Zang Kun Yuan DiffM MQ 43 5 0 28 Mar 2024
Enhanced Distribution Alignment for Post-Training Quantization of Diffusion Models Xuewen Liu Zhikai Li Junrui Xiao Qingyi Gu MQ 41 13 0 09 Jan 2024
FRDiff : Feature Reuse for Universal Training-free Acceleration of Diffusion Models Junhyuk So Jungwon Lee Eunhyeok Park DiffM 38 9 0 06 Dec 2023
TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models Yushi Huang Ruihao Gong Jing Liu Tianlong Chen Xianglong Liu DiffM MQ 30 38 0 27 Nov 2023
Post-training Quantization for Text-to-Image Diffusion Models with Progressive Calibration and Activation Relaxing Siao Tang Xin Wang Hong Chen Chaoyu Guan Zewen Wu Yansong Tang Wenwu Zhu MQ 41 16 0 10 Nov 2023
EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion Models Yefei He Jing Liu Weijia Wu Hong Zhou Bohan Zhuang DiffM MQ 29 48 0 05 Oct 2023