Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers

25 June 2024

Xin Wang

Zhi Wang

Wenwu Zhu

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Papers citing "Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers"

34 / 34 papers shown

Title
One Attention, One Scale: Phase-Aligned Rotary Positional Embeddings for Mixed-Resolution Diffusion Transformer Haoyu Wu Jingyi Xu Qiaomu Miao Dimitris Samaras H. Le 88 0 0 24 Nov 2025
Are Image-to-Video Models Good Zero-Shot Image Editors? Zechuan Zhang Zhenyuan Chen Zongxin Yang Yi Yang DiffM VGen 541 0 0 24 Nov 2025
Test-Time Iterative Error Correction for Efficient Diffusion Models Yunshan Zhong Yanwei Qi Yuxin Zhang 157 0 0 09 Nov 2025
FraQAT: Quantization Aware Training with Fractional bits Luca Morreale Alberto Gil C. P. Ramos Malcolm Chadwick Mehid Noroozi Ruchika Chavhan Abhinav Mehrotra S. Bhattacharya MQ 177 0 0 16 Oct 2025
Cat: Post-Training Quantization Error Reduction via Cluster-based Affine Transformation Ali Zoljodi Radu Timofte Masoud Daneshtalab MQ 143 0 0 30 Sep 2025
DC-VideoGen: Efficient Video Generation with Deep Compression Video Autoencoder Junyu Chen Wenkun He Yuchao Gu Yuyang Zhao Jincheng Yu ... Haocheng Xi Ligeng Zhu Enze Xie Song Han Han Cai VGen 170 2 0 29 Sep 2025
Q-Sched: Pushing the Boundaries of Few-Step Diffusion Models with Quantization-Aware Scheduling N. Frumkin Diana Marculescu DiffM MQ VLM 137 0 0 01 Sep 2025
DiCache: Let Diffusion Model Determine Its Own Cache Jiazi Bu Pengyang Ling Yujie Zhou Yibin Wang Yuhang Zang Tong Wu Dahua Lin DiffM 261 3 0 24 Aug 2025
LRQ-DiT: Log-Rotation Post-Training Quantization of Diffusion Transformers for Image and Video Generation Lianwei Yang Haokun Lin Tianchen Zhao Yichen Wu Hongyu Zhu Ruiqi Xie Zhenan Sun Yu Wang Qingyi Gu MQ 191 0 0 05 Aug 2025
Upsample What Matters: Region-Adaptive Latent Sampling for Accelerated Diffusion Transformers Wongi Jeong Kyungryeol Lee H. Seo Se Young Chun 183 4 0 11 Jul 2025
MagCache: Fast Video Generation with Magnitude-Aware Cache Zehong Ma Longhui Wei Feng Wang Shiliang Zhang Q. Tian 245 8 0 10 Jun 2025
FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion Akide Liu Zeyu Zhang Zhexin Li Xuehai Bai Yizeng Han ... Jiahao He Yuanyu He F. Wang Gholamreza Haffari Bohan Zhuang VGen MQ 486 8 0 05 Jun 2025
QuantFace: Efficient Quantization for Face Restoration Jiatong Li Libo Zhu Haotong Qin Jingkai Wang Linghe Kong Guihai Chen Yulun Zhang Yunbo Wang DiffM MQ 228 0 0 01 Jun 2025
One-Way Ticket:Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2025 S. Li Lei Wang Kai Wang Tao Liu J. Xie Joost van de Weijer Fahad Shahbaz Khan Shiqi Yang Yaxing Wang Zhiqiang Wang 259 4 0 28 May 2025
QwT-v2: Practical, Effective and Efficient Post-Training Quantization Ningyuan Tang Minghao Fu Hao Yu Jianxin Wu MQ 221 2 0 27 May 2025
DVD-Quant: Data-free Video Diffusion Transformers Quantization Zhiteng Li Hanxuan Li Junyi Wu Kai Liu Linghe Kong Guihai Chen Yulun Zhang Yulun Zhang Yunbo Wang MQ VGen 226 4 0 24 May 2025
FPQVAR: Floating Point Quantization for Visual Autoregressive Model with FPGA Hardware Co-design Renjie Wei Songqiang Xu Qingyu Guo Meng Li MQ 223 0 0 22 May 2025
Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value DecompositionComputer Vision and Pattern Recognition (CVPR), 2025 Zhiyuan Chen Keyi Li Yifan Jia Le Ye Yufei Ma DiffM 290 5 0 09 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Weilong Dai Jie Song MQ 347 3 0 08 May 2025
MixDiT: Accelerating Image Diffusion Transformer Inference with Mixed-Precision MX QuantizationIEEE computer architecture letters (CAL), 2025 Daeun Kim Jinwoo Hwang Changhun Oh Jongse Park MQ 186 3 0 11 Apr 2025
Classic Video Denoising in a Machine Learning World: Robust, Fast, and ControllableComputer Vision and Pattern Recognition (CVPR), 2025 Xin Jin Simon Niklaus Zhoutong Zhang Zhihao Xia Chunle Guo Yuting Yang J. Chen Chongyi Li VGen 327 6 0 04 Apr 2025
FP4DiT: Towards Effective Floating Point Quantization for Diffusion Transformers Ruichen Chen Keith G. Mills Di Niu MQ 326 2 0 19 Mar 2025
OuroMamba: A Data-Free Quantization Framework for Vision Mamba Akshat Ramachandran Mingyu Lee Huan Xu Souvik Kundu Tushar Krishna MQ 320 4 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 364 1 0 10 Mar 2025
TR-DQ: Time-Rotation Diffusion Quantization Yihua Shao Deyang Lin Fanhu Zeng Minxi Yan Hao Fei ... Haozhe Wang Jiaxin Guo Yan Wang Haotong Qin Hao Tang MQ DiffM 319 12 0 09 Mar 2025
Timestep Embedding Tells: It's Time to Cache for Video Diffusion ModelComputer Vision and Pattern Recognition (CVPR), 2024 Feng Liu Shiwei Zhang Xiaofeng Wang Yujie Wei Haonan Qiu Yuzhong Zhao Yingya Zhang Qixiang Ye Fang Wan VGen AI4TS 492 84 0 28 Nov 2024
Towards Stabilized and Efficient Diffusion Transformers through Long-Skip-Connections with Spectral Constraints Guanjie Chen Xinyu Zhao Yucheng Zhou Tianlong Chen Cheng Yu Yu Cheng 447 3 0 26 Nov 2024
Quantization without TearsComputer Vision and Pattern Recognition (CVPR), 2024 Minghao Fu Hao Yu Jie Shao Junjie Zhou Ke Zhu Jianxin Wu MQ 628 13 0 21 Nov 2024
Bag of Design Choices for Inference of High-Resolution Masked Generative Transformer Shitong Shao Zikai Zhou Tian Ye Lichen Bai Zhiqiang Xu Bo Han DiffM 343 2 0 16 Nov 2024
DiTAS: Quantizing Diffusion Transformers via Enhanced Activation SmoothingIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Zhenyuan Dong Sai Qian Zhang MQ 233 6 0 12 Sep 2024
Real-Time Video Generation with Pyramid Attention BroadcastInternational Conference on Learning Representations (ICLR), 2024 Xuanlei Zhao Xiaolong Jin Kai Wang Yang You VGen DiffM 482 75 0 22 Aug 2024
Temporal Feature Matters: A Framework for Diffusion Model QuantizationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024 Yushi Huang Yazhe Niu Xianglong Liu Jing Liu Yuhang Li Jiwen Lu Dacheng Tao MQ DiffM 629 4 0 28 Jul 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 460 60 0 04 Jun 2024
TerDiT: Ternary Diffusion Models with Transformers Xudong Lu Aojun Zhou Ziyi Lin Zijun Chen Yuhui Xu Renrui Zhang Yafei Wen Shuai Ren Shiyang Feng Junchi Yan MQ 355 5 0 23 May 2024