Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models

3 November 2022

Song Han

Jun-Yan Zhu

DiffM

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Papers citing "Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models"

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Title
Analysis of Attention in Video Diffusion Transformers Yuxin Wen Jim Wu Ajay Jain Tom Goldstein Ashwinee Panda 35 1 0 14 Apr 2025
ORAL: Prompting Your Large-Scale LoRAs via Conditional Recurrent Diffusion Rana Muhammad Shahroz Khan Dongwen Tang Pingzhi Li Kai Wang Tianlong Chen AI4CE 53 0 0 31 Mar 2025
RealGeneral: Unifying Visual Generation via Temporal In-Context Learning with Video Models Yijing Lin Mengqi Huang Shuhan Zhuang Zhendong Mao VGen 41 0 0 13 Mar 2025
Efficient-vDiT: Efficient Video Diffusion Transformers With Attention Tile Hangliang Ding Dacheng Li Runlong Su Peiyuan Zhang Zhijie Deng Ion Stoica Hao Zhang VGen 65 3 0 10 Feb 2025
RealCustom++: Representing Images as Real-Word for Real-Time Customization Zhendong Mao Mengqi Huang Fei Ding Mingcong Liu Qian He Xiaojun Chang DiffM 60 6 0 03 Jan 2025
Partially Conditioned Patch Parallelism for Accelerated Diffusion Model Inference XiuYu Zhang Zening Luo Michelle E. Lu DiffM 61 0 0 04 Dec 2024
Fast and Memory-Efficient Video Diffusion Using Streamlined Inference Zheng Zhan Yushu Wu Yifan Gong Zichong Meng Zhenglun Kong Changdi Yang Geng Yuan Pu Zhao Wei Niu Yanzhi Wang VGen 31 4 0 02 Nov 2024
Training-Free Adaptive Diffusion with Bounded Difference Approximation Strategy Hancheng Ye Jiakang Yuan Renqiu Xia Xiangchao Yan Tao Chen Junchi Yan Botian Shi Bo Zhang DiffM 24 1 0 13 Oct 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 38 2 0 16 Jul 2024
Inference Optimization of Foundation Models on AI Accelerators Youngsuk Park Kailash Budhathoki Liangfu Chen Jonas M. Kübler Jiaji Huang Matthäus Kleindessner Jun Huan V. Cevher Yida Wang George Karypis 37 2 0 12 Jul 2024
Immiscible Diffusion: Accelerating Diffusion Training with Noise Assignment Yiheng Li Heyang Jiang Akio Kodaira M. Tomizuka Kurt Keutzer Chenfeng Xu DiffM 29 7 0 18 Jun 2024
Distilling Diffusion Models into Conditional GANs Minguk Kang Richard Zhang Connelly Barnes Sylvain Paris Suha Kwak Jaesik Park Eli Shechtman Jun-Yan Zhu Taesung Park 33 36 0 09 May 2024
DistriFusion: Distributed Parallel Inference for High-Resolution Diffusion Models Muyang Li Tianle Cai Jiaxin Cao Qinsheng Zhang Han Cai Junjie Bai Yangqing Jia Ming-Yu Liu Kai Li Song Han DiffM 21 41 0 29 Feb 2024
Object-Centric Diffusion for Efficient Video Editing Kumara Kahatapitiya Adil Karjauv Davide Abati Fatih Porikli Yuki M. Asano A. Habibian VGen 25 12 0 11 Jan 2024
Diffusion-C: Unveiling the Generative Challenges of Diffusion Models through Corrupted Data Keywoong Bae Suan Lee Wookey Lee DiffM 13 1 0 14 Dec 2023
Efficient Quantization Strategies for Latent Diffusion Models Yuewei Yang Xiaoliang Dai Jialiang Wang Peizhao Zhang Hongbo Zhang DiffM MQ 17 13 0 09 Dec 2023
Effective Quantization for Diffusion Models on CPUs Hanwen Chang Haihao Shen Yiyang Cai Xinyu. Ye Zhenzhong Xu Wenhua Cheng Kaokao Lv Weiwei Zhang Yintong Lu Heng Guo MQ 14 7 0 02 Nov 2023
AdaDiff: Accelerating Diffusion Models through Step-Wise Adaptive Computation Shengkun Tang Yaqing Wang Maksim Dzhigil Yi Liang Y. Li Dongkuan Xu 19 5 0 29 Sep 2023
UGC: Unified GAN Compression for Efficient Image-to-Image Translation Yuxi Ren Jie Wu Peng Zhang Manlin Zhang Xuefeng Xiao Qian He Rui Wang Min Zheng Xin Pan 8 2 0 17 Sep 2023
Incrementally-Computable Neural Networks: Efficient Inference for Dynamic Inputs Or Sharir Anima Anandkumar 15 0 0 27 Jul 2023
SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds Yanyu Li Huan Wang Qing Jin Ju Hu Pavlo Chemerys Yun Fu Yanzhi Wang Sergey Tulyakov Jian Ren VLM 11 149 0 01 Jun 2023
Towards Accurate Post-training Quantization for Diffusion Models Changyuan Wang Ziwei Wang Xiuwei Xu Yansong Tang Jie Zhou Jiwen Lu MQ 17 19 0 30 May 2023
Accelerating Text-to-Image Editing via Cache-Enabled Sparse Diffusion Inference Zihao Yu Haoyang Li Fangcheng Fu Xupeng Miao Bin Cui DiffM 17 8 0 27 May 2023
Scaling up GANs for Text-to-Image Synthesis Minguk Kang Jun-Yan Zhu Richard Y. Zhang Jaesik Park Eli Shechtman Sylvain Paris Taesung Park 19 437 0 09 Mar 2023
Q-Diffusion: Quantizing Diffusion Models Xiuyu Li Yijia Liu Long Lian Hua Yang Zhen Dong Daniel Kang Shanghang Zhang Kurt Keutzer DiffM MQ 23 150 0 08 Feb 2023
Uncovering the Disentanglement Capability in Text-to-Image Diffusion Models Qiucheng Wu Yujian Liu Handong Zhao Ajinkya Kale T. Bui Tong Yu Zhe-nan Lin Yang Zhang Shiyu Chang DiffM CoGe 11 96 0 16 Dec 2022
Multiscale Structure Guided Diffusion for Image Deblurring Mengwei Ren M. Delbracio Hossein Talebi Guido Gerig P. Milanfar DiffM 16 56 0 04 Dec 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 33 45 0 25 Nov 2022
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 325 1,570 0 10 Nov 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,214 0 17 Apr 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,191 0 21 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,290 0 05 Nov 2016