Q-Diffusion: Quantizing Diffusion Models

8 February 2023

Zhen Dong

Shanghang Zhang

Papers citing "Q-Diffusion: Quantizing Diffusion Models"

25 / 25 papers shown

Title
Quantizing Diffusion Models from a Sampling-Aware Perspective Qian Zeng Jie Song Yuanyu Wan Huiqiong Wang Mingli Song DiffM MQ 68 1 0 04 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
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 78 0 0 30 Apr 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 63 0 0 09 Apr 2025
FastVAR: Linear Visual Autoregressive Modeling via Cached Token Pruning Hang Guo Yawei Li Taolin Zhang J. Wang Tao Dai Shu-Tao Xia Luca Benini 64 1 0 30 Mar 2025
Efficient Fine-Tuning and Concept Suppression for Pruned Diffusion Models Reza Shirkavand Peiran Yu Shangqian Gao Gowthami Somepalli Tom Goldstein Heng-Chiao Huang 107 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 42 0 0 10 Mar 2025
Accelerating Diffusion Transformers with Token-wise Feature Caching Chang Zou Xuyang Liu Ting Liu Siteng Huang Linfeng Zhang 47 13 0 20 Feb 2025
SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers Enze Xie Junsong Chen Junyu Chen Han Cai Haotian Tang ... Zhekai Zhang Muyang Li Ligeng Zhu Y. Lu Song Han VLM 26 48 0 14 Oct 2024
Meissonic: Revitalizing Masked Generative Transformers for Efficient High-Resolution Text-to-Image Synthesis Jinbin Bai Tian-Chun Ye Wei Chow Enxin Song Qing-Guo Chen Xiangtai Li Zhen Dong Lei Zhu 50 13 0 10 Oct 2024
Bayesian computation with generative diffusion models by Multilevel Monte Carlo Abdul-Lateef Haji-Ali Marcelo Pereyra Luke Shaw K. Zygalakis DiffM 42 0 0 23 Sep 2024
SDP: Spiking Diffusion Policy for Robotic Manipulation with Learnable Channel-Wise Membrane Thresholds Zhixing Hou Maoxu Gao Hang Yu Mengyu Yang Chio-in Ieong 33 1 0 17 Sep 2024
DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any Architecture Qianlong Xiang Miao Zhang Yuzhang Shang Jianlong Wu Yan Yan Liqiang Nie DiffM 52 9 0 05 Sep 2024
K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences Zhikai Li Xuewen Liu Dongrong Fu Jianquan Li Qingyi Gu Kurt Keutzer Zhen Dong EGVM VGen DiffM 78 1 0 26 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 46 0 0 28 Jul 2024
Dreamitate: Real-World Visuomotor Policy Learning via Video Generation Junbang Liang Ruoshi Liu Ege Ozguroglu Sruthi Sudhakar Achal Dave P. Tokmakov Shuran Song Carl Vondrick VGen 37 22 0 24 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 97 22 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 37 2 0 23 May 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 54 17 0 28 Feb 2024
PTQD: Accurate Post-Training Quantization for Diffusion Models Yefei He Luping Liu Jing Liu Weijia Wu Hong Zhou Bohan Zhuang DiffM MQ 22 100 0 18 May 2023
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Muyang Li Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 22 44 0 03 Nov 2022
SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation Cong Guo Yuxian Qiu Jingwen Leng Xiaotian Gao Chen Zhang Yunxin Liu Fan Yang Yuhao Zhu Minyi Guo MQ 55 67 0 14 Feb 2022
Unsupervised Selective Labeling for More Effective Semi-Supervised Learning Xudong Wang Long Lian Stella X. Yu 173 32 0 06 Oct 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 300 1,046 0 10 Feb 2017