IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization

17 November 2021

Yonghong Tian

Papers citing "IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization"

41 / 41 papers shown

Title
Zero-shot Quantization: A Comprehensive Survey Minjun Kim Jaehyeon Choi Jongkeun Lee Wonjin Cho U. Kang MQ 18 0 0 14 May 2025
GranQ: Granular Zero-Shot Quantization with Unified Layer-Channel Awareness Inpyo Hong Youngwan Jo Hyojeong Lee Sunghyun Ahn Sanghyun Park MQ 60 0 0 24 Mar 2025
Semantics Prompting Data-Free Quantization for Low-Bit Vision Transformers Yunshan Zhong Yuyao Zhou Yuxin Zhang Shen Li Yong Li Fei Chao Zhanpeng Zeng Rongrong Ji MQ 94 0 0 31 Dec 2024
Relation-Guided Adversarial Learning for Data-free Knowledge Transfer Yingping Liang Ying Fu 67 1 0 16 Dec 2024
Data Generation for Hardware-Friendly Post-Training Quantization Lior Dikstein Ariel Lapid Arnon Netzer H. Habi MQ 130 0 0 29 Oct 2024
A method of using RSVD in residual calculation of LowBit GEMM Hongyaoxing Gu MQ 30 0 0 27 Sep 2024
Privacy-Preserving SAM Quantization for Efficient Edge Intelligence in Healthcare Zhikai Li Jing Zhang Qingyi Gu MedIm 36 1 0 14 Sep 2024
Infrared Domain Adaptation with Zero-Shot Quantization Burak Sevsay Erdem Akagündüz VLM MQ 30 1 0 25 Aug 2024
MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity Kanghyun Choi Hyeyoon Lee Dain Kwon Sunjong Park Kyuyeun Kim Noseong Park Jinho Lee Jinho Lee MQ 40 1 0 29 Jul 2024
CLAMP-ViT: Contrastive Data-Free Learning for Adaptive Post-Training Quantization of ViTs Akshat Ramachandran Souvik Kundu Tushar Krishna MQ 32 9 0 07 Jul 2024
DataFreeShield: Defending Adversarial Attacks without Training Data Hyeyoon Lee Kanghyun Choi Dain Kwon Sunjong Park Mayoore S. Jaiswal Noseong Park Jonghyun Choi Jinho Lee 30 0 0 21 Jun 2024
GenQ: Quantization in Low Data Regimes with Generative Synthetic Data Yuhang Li Youngeun Kim Donghyun Lee Souvik Kundu Priyadarshini Panda MQ 25 2 0 07 Dec 2023
PIPE : Parallelized Inference Through Post-Training Quantization Ensembling of Residual Expansions Edouard Yvinec Arnaud Dapogny Kévin Bailly MQ 10 0 0 27 Nov 2023
I&S-ViT: An Inclusive & Stable Method for Pushing the Limit of Post-Training ViTs Quantization Yunshan Zhong Jiawei Hu Mingbao Lin Mengzhao Chen Rongrong Ji MQ 28 10 0 16 Nov 2023
Robustness-Guided Image Synthesis for Data-Free Quantization Jianhong Bai Yuchen Yang Huanpeng Chu Hualiang Wang Zuo-Qiang Liu Ruizhe Chen Xiaoxuan He Lianrui Mu Chengfei Cai Haoji Hu DiffM MQ 26 5 0 05 Oct 2023
Causal-DFQ: Causality Guided Data-free Network Quantization Yuzhang Shang Bingxin Xu Gaowen Liu Ramana Rao Kompella Yan Yan MQ CML 11 8 0 24 Sep 2023
Unified Data-Free Compression: Pruning and Quantization without Fine-Tuning Shipeng Bai Jun Chen Xintian Shen Yixuan Qian Yong Liu MQ 16 12 0 14 Aug 2023
Augmenting Hessians with Inter-Layer Dependencies for Mixed-Precision Post-Training Quantization Clemens J. S. Schaefer Navid Lambert-Shirzad Xiaofan Zhang Chia-Wei Chou T. Jablin Jian Li Elfie Guo Caitlin Stanton S. Joshi Yu Emma Wang MQ 28 2 0 08 Jun 2023
Towards Accurate Post-training Quantization for Diffusion Models Changyuan Wang Ziwei Wang Xiuwei Xu Yansong Tang Jie Zhou Jiwen Lu MQ 30 20 0 30 May 2023
Hard Sample Matters a Lot in Zero-Shot Quantization Huantong Li Xiangmiao Wu Fanbing Lv Daihai Liao Thomas H. Li Yonggang Zhang Bo Han Mingkui Tan MQ 24 20 0 24 Mar 2023
Adaptive Data-Free Quantization Biao Qian Yang Wang Richang Hong Meng Wang MQ 32 36 0 13 Mar 2023
Rethinking Data-Free Quantization as a Zero-Sum Game Biao Qian Yang Wang Richang Hong Meng Wang MQ 16 17 0 19 Feb 2023
ACQ: Improving Generative Data-free Quantization Via Attention Correction Jixing Li Xiaozhou Guo Benzhe Dai Guoliang Gong Min Jin Gang Chen Wenyu Mao Huaxiang Lu MQ 30 4 0 18 Jan 2023
PD-Quant: Post-Training Quantization based on Prediction Difference Metric Jiawei Liu Lin Niu Zhihang Yuan Dawei Yang Xinggang Wang Wenyu Liu MQ 96 68 0 14 Dec 2022
Genie: Show Me the Data for Quantization Yongkweon Jeon Chungman Lee Ho-Young Kim MQ 13 12 0 09 Dec 2022
Post-training Quantization on Diffusion Models Yuzhang Shang Zhihang Yuan Bin Xie Bingzhe Wu Yan Yan DiffM MQ 15 157 0 28 Nov 2022
Long-Range Zero-Shot Generative Deep Network Quantization Yan Luo Yangcheng Gao Zhao Zhang Haijun Zhang Mingliang Xu Meng Wang MQ 23 9 0 13 Nov 2022
Exploiting the Partly Scratch-off Lottery Ticket for Quantization-Aware Training Yunshan Zhong Gongrui Nan Yu-xin Zhang Fei Chao Rongrong Ji MQ 18 3 0 12 Nov 2022
Synthetic Dataset Generation for Privacy-Preserving Machine Learning Efstathia Soufleri Gobinda Saha Kaushik Roy DD 17 2 0 06 Oct 2022
PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers Zhikai Li Mengjuan Chen Junrui Xiao Qingyi Gu ViT MQ 43 33 0 13 Sep 2022
Data-Free Quantization with Accurate Activation Clipping and Adaptive Batch Normalization Yefei He Luoming Zhang Weijia Wu Hong Zhou MQ 27 2 0 08 Apr 2022
REx: Data-Free Residual Quantization Error Expansion Edouard Yvinec Arnaud Dapgony Matthieu Cord Kévin Bailly MQ 20 8 0 28 Mar 2022
Dynamic Dual Trainable Bounds for Ultra-low Precision Super-Resolution Networks Yunshan Zhong Mingbao Lin Xunchao Li Ke Li Yunhang Shen Fei Chao Yongjian Wu Rongrong Ji MQ 21 25 0 08 Mar 2022
Patch Similarity Aware Data-Free Quantization for Vision Transformers Zhikai Li Liping Ma Mengjuan Chen Junrui Xiao Qingyi Gu MQ ViT 17 44 0 04 Mar 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 63 70 0 14 Feb 2022
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 27 48 0 31 Dec 2021
Fine-grained Data Distribution Alignment for Post-Training Quantization Yunshan Zhong Mingbao Lin Mengzhao Chen Ke Li Yunhang Shen Fei Chao Yongjian Wu Rongrong Ji MQ 81 19 0 09 Sep 2021
Lottery Jackpots Exist in Pre-trained Models Yu-xin Zhang Mingbao Lin Yan Wang Fei Chao Rongrong Ji 30 15 0 18 Apr 2021
Diversifying Sample Generation for Accurate Data-Free Quantization Xiangguo Zhang Haotong Qin Yifu Ding Ruihao Gong Qing Yan Renshuai Tao Yuhang Li F. Yu Xianglong Liu MQ 54 94 0 01 Mar 2021
Forward and Backward Information Retention for Accurate Binary Neural Networks Haotong Qin Ruihao Gong Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 117 324 0 24 Sep 2019
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 950 20,561 0 17 Apr 2017