TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models

27 November 2023

Jing Liu

Papers citing "TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models"

25 / 25 papers shown

Title
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 41 0 0 08 May 2025
GuideSR: Rethinking Guidance for One-Step High-Fidelity Diffusion-Based Super-Resolution Aditya Arora Z. Tu Y. Wang Ruizheng Bai Jian Wang Sizhuo Ma DiffM 61 0 0 01 May 2025
PCM : Picard Consistency Model for Fast Parallel Sampling of Diffusion Models Junhyuk So Jiwoong Shin Chaeyeon Jang Eunhyeok Park DiffM 48 0 0 25 Mar 2025
FP4DiT: Towards Effective Floating Point Quantization for Diffusion Transformers Ruichen Chen Keith G. Mills Di Niu MQ 52 0 0 19 Mar 2025
Stabilizing Quantization-Aware Training by Implicit-Regularization on Hessian Matrix Junbiao Pang Tianyang Cai 39 1 0 14 Mar 2025
SQ-DM: Accelerating Diffusion Models with Aggressive Quantization and Temporal Sparsity Zichen Fan Steve Dai Rangharajan Venkatesan Dennis Sylvester Brucek Khailany MQ 47 0 0 28 Jan 2025
Ditto: Accelerating Diffusion Model via Temporal Value Similarity Sungbin Kim Hyunwuk Lee Wonho Cho Mincheol Park Won Woo Ro 56 1 0 20 Jan 2025
TCAQ-DM: Timestep-Channel Adaptive Quantization for Diffusion Models Haocheng Huang Jiaxin Chen Jinyang Guo Ruiyi Zhan Yunhong Wang DiffM MQ 75 0 0 21 Dec 2024
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 Y. Xu Michele Magno DiffM MQ 78 4 0 16 Dec 2024
PTSBench: A Comprehensive Post-Training Sparsity Benchmark Towards Algorithms and Models Zining Wnag J. Guo Ruihao Gong Yang Yong Aishan Liu Yushi Huang Jiaheng Liu X. Liu 71 1 0 10 Dec 2024
IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models Hang Guo Yawei Li Tao Dai Shu-Tao Xia Luca Benini MQ 14 1 0 29 Oct 2024
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation Smoothing Zhenyuan Dong Sai Qian Zhang MQ 31 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 31 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 41 9 0 17 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 2 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 33 4 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 23 21 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 39 17 0 06 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-Xiang Wang MQ DiffM 70 16 0 28 May 2024
Towards Next-Level Post-Training Quantization of Hyper-Scale Transformers Junhan Kim Kyungphil Park Chungman Lee Ho-Young Kim Joonyoung Kim Yongkweon Jeon MQ 15 1 0 14 Feb 2024
StreamDiffusion: A Pipeline-level Solution for Real-time Interactive Generation Akio Kodaira Chenfeng Xu Toshiki Hazama Takanori Yoshimoto Kohei Ohno Shogo Mitsuhori Soichi Sugano Hanying Cho Zhijian Liu Kurt Keutzer 18 31 0 19 Dec 2023
Accelerating Diffusion Models via Early Stop of the Diffusion Process Zhaoyang Lyu Xu Xudong Ceyuan Yang Dahua Lin Bo Dai DiffM 193 92 0 25 May 2022
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,320 0 12 Dec 2018
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 232 75,445 0 18 May 2015