Post-training Quantization for Text-to-Image Diffusion Models with
Progressive Calibration and Activation Relaxing

Post-training Quantization for Text-to-Image Diffusion Models with Progressive Calibration and Activation Relaxing

10 November 2023

Papers citing "Post-training Quantization for Text-to-Image Diffusion Models with Progressive Calibration and Activation Relaxing"

9 / 9 papers shown

Title
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 45 0 0 08 May 2025
SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting Shuaiting Li Juncan Deng Chenxuan Wang Kedong Xu Rongtao Deng Hong Gu Haibin Shen Kejie Huang MQ 53 0 0 11 Mar 2025
Multi-Modal Generative AI: Multi-modal LLM, Diffusion and Beyond Hong Chen Xin Wang Yuwei Zhou Bin Huang Yipeng Zhang Wei Feng Houlun Chen Zeyang Zhang Siao Tang Wenwu Zhu DiffM 49 7 0 23 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
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 48 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 39 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 99 23 0 04 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 72 17 0 28 May 2024
Overcoming Oscillations in Quantization-Aware Training Markus Nagel Marios Fournarakis Yelysei Bondarenko Tijmen Blankevoort MQ 108 100 0 21 Mar 2022