EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion Models

5 October 2023

Bohan Zhuang

Papers citing "EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion Models"

29 / 29 papers shown

Title
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 45 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
Scaling Down Text Encoders of Text-to-Image Diffusion Models Lifu Wang Daqing Liu Xinchen Liu Xiaodong He VLM 49 0 0 25 Mar 2025
FP4DiT: Towards Effective Floating Point Quantization for Diffusion Transformers Ruichen Chen Keith G. Mills Di Niu MQ 59 0 0 19 Mar 2025
QArtSR: Quantization via Reverse-Module and Timestep-Retraining in One-Step Diffusion based Image Super-Resolution Libo Zhu Haotong Qin Kaicheng Yang W. J. Li Yong Guo Yulun Zhang Susanto Rahardja Xiaokang Yang MQ DiffM 66 0 0 07 Mar 2025
Q&C: When Quantization Meets Cache in Efficient Image Generation Xin Ding X. Li Haotong Qin Zhibo Chen DiffM MQ 75 0 0 04 Mar 2025
CacheQuant: Comprehensively Accelerated Diffusion Models Xuewen Liu Zhikai Li Qingyi Gu DiffM 40 0 0 03 Mar 2025
MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models Weilun Feng Haotong Qin Chuanguang Yang Zhulin An Libo Huang Boyu Diao Fei Wang Renshuai Tao Yongjun Xu Michele Magno DiffM MQ 80 5 0 16 Dec 2024
PassionSR: Post-Training Quantization with Adaptive Scale in One-Step Diffusion based Image Super-Resolution Libo Zhu Jiajian Li Haotong Qin W. J. Li Yulun Zhang Yong Guo Xiaokang Yang DiffM MQ 72 2 0 26 Nov 2024
IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models Hang Guo Yawei Li Tao Dai Shu-Tao Xia Luca Benini MQ 39 1 0 29 Oct 2024
DilateQuant: Accurate and Efficient Diffusion Quantization via Weight Dilation Xuewen Liu Zhikai Li Qingyi Gu MQ 34 4 0 22 Sep 2024
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing Zhenyuan Dong Sai Qian Zhang MQ 33 3 0 12 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 41 0 0 31 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
SlimFlow: Training Smaller One-Step Diffusion Models with Rectified Flow Yuanzhi Zhu Xingchao Liu Qiang Liu 46 9 0 17 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 31 23 0 25 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 44 18 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
HQ-DiT: Efficient Diffusion Transformer with FP4 Hybrid Quantization Wenxuan Liu Saiqian Zhang MQ 37 5 0 30 May 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-Xiang Wang MQ DiffM 72 18 0 28 May 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 55 2 0 23 May 2024
How to Parameterize Asymmetric Quantization Ranges for Quantization-Aware Training Jaeseong You Minseop Park Kyunggeun Lee Seokjun An Chirag I. Patel Markus Nagel MQ 43 1 0 25 Apr 2024
DragAnything: Motion Control for Anything using Entity Representation Wejia Wu Zhuang Li Yuchao Gu Rui Zhao Yefei He David Junhao Zhang Mike Zheng Shou Yan Li Tingting Gao Di Zhang VGen 84 51 0 12 Mar 2024
QuEST: Low-bit Diffusion Model Quantization via Efficient Selective Finetuning Haoxuan Wang Yuzhang Shang Zhihang Yuan Junyi Wu Yan Yan DiffM MQ 11 28 0 06 Feb 2024
Memory-Efficient Fine-Tuning for Quantized Diffusion Model Hyogon Ryu Seohyun Lim Hyunjung Shim DiffM MQ 27 6 0 09 Jan 2024
Overcoming Oscillations in Quantization-Aware Training Markus Nagel Marios Fournarakis Yelysei Bondarenko Tijmen Blankevoort MQ 111 101 0 21 Mar 2022
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 238 808 0 14 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,858 0 18 Apr 2021