ZeroQ: A Novel Zero Shot Quantization Framework

Computer Vision and Pattern Recognition (CVPR), 2020

1 January 2020

Zhen Dong

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Papers citing "ZeroQ: A Novel Zero Shot Quantization Framework"

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Title
Layer-adaptive Structured Pruning Guided by Latency Siyuan Pan Linna Zhang Jie Zhang Xiaoshuang Li Liang Hou Xiaobing Tu 147 2 0 23 May 2023
PTQD: Accurate Post-Training Quantization for Diffusion ModelsNeural Information Processing Systems (NeurIPS), 2023 Yefei He Luping Liu Jing Liu Weijia Wu Hong Zhou Bohan Zhuang DiffM MQ 414 156 0 18 May 2023
Post-training Model Quantization Using GANs for Synthetic Data Generation Athanasios Masouris Mansi Sharma Adrian Boguszewski Alexander Kozlov Zhuo Wu Raymond Lo MQ 142 0 0 10 May 2023
Diversifying the High-level Features for better Adversarial TransferabilityBritish Machine Vision Conference (BMVC), 2023 Zhiyuan Wang Zeliang Zhang Yaning Tan Xiaosen Wang AAML 291 25 0 20 Apr 2023
Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scalingConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Xiuying Wei Yunchen Zhang Yuhang Li Xiangguo Zhang Yazhe Niu Jian Ren Zhengang Li MQ 187 57 0 18 Apr 2023
End-to-end codesign of Hessian-aware quantized neural networks for FPGAs and ASICs Javier Campos Zhen Dong Javier Mauricio Duarte A. Gholami Michael W. Mahoney Jovan Mitrevski Nhan Tran MQ 127 4 0 13 Apr 2023
A Unified Compression Framework for Efficient Speech-Driven Talking-Face Generation Bo-Kyeong Kim Jaemin Kang Daeun Seo Hancheol Park Shinkook Choi Hyoung-Kyu Song Hyungshin Kim Sungsu Lim 231 0 0 02 Apr 2023
Q-DETR: An Efficient Low-Bit Quantized Detection TransformerComputer Vision and Pattern Recognition (CVPR), 2023 Sheng Xu Yanjing Li Mingbao Lin Penglei Gao Guodong Guo Jinhu Lu Baochang Zhang MQ 154 33 0 01 Apr 2023
A Multi-objective Complex Network Pruning Framework Based on Divide-and-conquer and Global Performance Impairment Ranking Ronghua Shang Songling Zhu Yinan Wu Weitong Zhang Licheng Jiao Songhua Xu 154 0 0 28 Mar 2023
Hard Sample Matters a Lot in Zero-Shot QuantizationComputer Vision and Pattern Recognition (CVPR), 2023 Huantong Li Xiangmiao Wu Fanbing Lv Daihai Liao Thomas H. Li Yonggang Zhang Bo Han Zhuliang Yu MQ 172 28 0 24 Mar 2023
Solving Oscillation Problem in Post-Training Quantization Through a Theoretical PerspectiveComputer Vision and Pattern Recognition (CVPR), 2023 Yuexiao Ma Huixia Li Xiawu Zheng Xuefeng Xiao Rui Wang Shilei Wen Xin Pan Jiayi Ji Rongrong Ji MQ 176 15 0 21 Mar 2023
Adaptive Data-Free QuantizationComputer Vision and Pattern Recognition (CVPR), 2023 Biao Qian Yang Wang Richang Hong Meng Wang MQ 265 49 0 13 Mar 2023
Rotation Invariant Quantization for Model Compression Dor-Joseph Kampeas Yury Nahshan Hanoch Kremer Gil Lederman Shira Zaloshinski Zheng Li E. Haleva MQ 224 1 0 03 Mar 2023
Rethinking Data-Free Quantization as a Zero-Sum GameAAAI Conference on Artificial Intelligence (AAAI), 2023 Biao Qian Yang Wang Richang Hong Meng Wang MQ 206 23 0 19 Feb 2023
Data Quality-aware Mixed-precision Quantization via Hybrid Reinforcement LearningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023 Yingchun Wang Jingcai Guo Song Guo Weizhan Zhang MQ 157 23 0 09 Feb 2023
Q-Diffusion: Quantizing Diffusion ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Xiuyu Li Yijia Liu Long Lian Hua Yang Zhen Dong Daniel Kang Shanghang Zhang Kurt Keutzer DiffM MQ 282 231 0 08 Feb 2023
DynaMIX: Resource Optimization for DNN-Based Real-Time Applications on a Multi-Tasking System Minkyoung Cho Kang G. Shin 74 2 0 03 Feb 2023
PowerQuant: Automorphism Search for Non-Uniform QuantizationInternational Conference on Learning Representations (ICLR), 2023 Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly MQ 132 22 0 24 Jan 2023
ACQ: Improving Generative Data-free Quantization Via Attention CorrectionPattern Recognition (Pattern Recogn.), 2023 Jixing Li Xiaozhou Guo Benzhe Dai Guoliang Gong Min Jin Gang Chen Wenyu Mao Huaxiang Lu MQ 243 5 0 18 Jan 2023
Guided Hybrid Quantization for Object detection in Multimodal Remote Sensing Imagery via One-to-one Self-teachingIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Jiaqing Zhang Jie Lei Weiying Xie Yunsong Li Wenxuan Wang MQ 221 36 0 31 Dec 2022
Hyperspherical Quantization: Toward Smaller and More Accurate ModelsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Dan Liu X. Chen Chen Ma Xue Liu MQ 141 4 0 24 Dec 2022
CSMPQ:Class Separability Based Mixed-Precision QuantizationInternational Conference on Intelligent Computing (ICIC), 2022 Ming-Yu Wang Taisong Jin Miaohui Zhang Zhengtao Yu MQ 103 1 0 20 Dec 2022
Towards Hardware-Specific Automatic Compression of Neural Networks Torben Krieger Bernhard Klein Holger Fröning MQ 135 4 0 15 Dec 2022
PD-Quant: Post-Training Quantization based on Prediction Difference MetricComputer Vision and Pattern Recognition (CVPR), 2022 Jiawei Liu Lin Niu Zhihang Yuan Dawei Yang Xinggang Wang Wenyu Liu MQ 445 92 0 14 Dec 2022
Error-aware Quantization through Noise Tempering Zheng Wang Juncheng Billy Li Shuhui Qu Florian Metze Emma Strubell MQ 125 2 0 11 Dec 2022
Genie: Show Me the Data for QuantizationComputer Vision and Pattern Recognition (CVPR), 2022 Yongkweon Jeon Chungman Lee Ho-Young Kim MQ 305 18 0 09 Dec 2022
CSQ: Growing Mixed-Precision Quantization Scheme with Bi-level Continuous SparsificationDesign Automation Conference (DAC), 2022 Lirui Xiao Huanrui Yang Zhen Dong Kurt Keutzer Li Du Shanghang Zhang MQ 124 10 0 06 Dec 2022
Make RepVGG Greater Again: A Quantization-aware ApproachAAAI Conference on Artificial Intelligence (AAAI), 2022 Xiangxiang Chu Liang Li Bo Zhang MQ 262 63 0 03 Dec 2022
NoisyQuant: Noisy Bias-Enhanced Post-Training Activation Quantization for Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2022 Yijiang Liu Huanrui Yang Zhen Dong Kurt Keutzer Li Du Shanghang Zhang MQ 199 67 0 29 Nov 2022
Post-training Quantization on Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2022 Yuzhang Shang Zhihang Yuan Bin Xie Bingzhe Wu Yan Yan DiffM MQ 356 257 0 28 Nov 2022
Zero-Shot Dynamic Quantization for Transformer InferenceConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Yousef El-Kurdi Jerry Quinn Avirup Sil MQ 149 1 0 17 Nov 2022
Long-Range Zero-Shot Generative Deep Network QuantizationNeural Networks (NN), 2022 Yan Luo Yangcheng Gao Zhao Zhang Haijun Zhang Mingliang Xu Meng Wang MQ 188 10 0 13 Nov 2022
Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Jin Zhang Feng Zhang G. Yu ... Mingyang Qian Huixin Ma Yanan Li Xiaotao Wang Lei Lei 144 13 0 07 Nov 2022
Power Efficient Video Super-Resolution on Mobile NPUs with Deep Learning, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Cheng-Ming Chiang Hsien-Kai Kuo Yu-Syuan Xu ... Kele Xu Li Liu Zehua Cheng Wenyi Lian W. Lian SupR 218 15 0 07 Nov 2022
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report Andrey D. Ignatov Radu Timofte Maurizio Denna Abdelbadie Younes Ganzorig Gankhuyag ... Jing Liu Garas Gendy Nabil Sabor J. Hou Guanghui He SupR MQ 166 36 0 07 Nov 2022
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Grigory Malivenko Radu Timofte Lukasz Treszczotko Xin-ke Chang ... Dongwon Park Seongmin Hong Joonhee Lee Seunggyu Lee Sengsub Chun 138 21 0 07 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report Andrey D. Ignatov Radu Timofte Shuai Liu Chaoyu Feng Furui Bai ... Xin Lou Wei Zhou Cong Pang Haina Qin Mingxuan Cai 194 32 0 07 Nov 2022
Zero-Shot Learning of a Conditional Generative Adversarial Network for Data-Free Network QuantizationInternational Conference on Information Photonics (ICIP), 2021 Yoojin Choi Mostafa El-Khamy Jungwon Lee GAN 137 1 0 26 Oct 2022
Structural Pruning via Latency-Saliency KnapsackNeural Information Processing Systems (NeurIPS), 2022 Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez 289 60 0 13 Oct 2022
Synthetic Dataset Generation for Privacy-Preserving Machine Learning Efstathia Soufleri Gobinda Saha Kaushik Roy DD 331 3 0 06 Oct 2022
Outlier Suppression: Pushing the Limit of Low-bit Transformer Language ModelsNeural Information Processing Systems (NeurIPS), 2022 Xiuying Wei Yunchen Zhang Xiangguo Zhang Yazhe Niu Shanghang Zhang Tao Gui F. Yu Xianglong Liu MQ 334 190 0 27 Sep 2022
Analysis of Quantization on MLP-based Vision Models Lingran Zhao Zhen Dong Kurt Keutzer MQ 114 7 0 14 Sep 2022
PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision TransformersIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Zhikai Li Mengjuan Chen Junrui Xiao Qingyi Gu ViT MQ 230 52 0 13 Sep 2022
ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network QuantizationMicro (MICRO), 2022 Cong Guo Chen Zhang Jingwen Leng Zihan Liu Fan Yang Yun-Bo Liu Minyi Guo Yuhao Zhu MQ 154 88 0 30 Aug 2022
Efficient Adaptive Activation Rounding for Post-Training Quantization Zhengyi Li Cong Guo Zhanda Zhu Yangjie Zhou Yuxian Qiu Xiaotian Gao Jingwen Leng Minyi Guo MQ 193 5 0 25 Aug 2022
SVD-NAS: Coupling Low-Rank Approximation and Neural Architecture SearchIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Zhewen Yu C. Bouganis 96 7 0 22 Aug 2022
FP8 Quantization: The Power of the ExponentNeural Information Processing Systems (NeurIPS), 2022 Andrey Kuzmin M. V. Baalen Yuwei Ren Markus Nagel Jorn W. T. Peters Tijmen Blankevoort MQ 210 110 0 19 Aug 2022
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 276 19 0 11 Aug 2022
Symmetry Regularization and Saturating Nonlinearity for Robust QuantizationEuropean Conference on Computer Vision (ECCV), 2022 Sein Park Yeongsang Jang Eunhyeok Park MQ 117 4 0 31 Jul 2022
Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning ApproachEuropean Conference on Computer Vision (ECCV), 2022 Jiseok Youn Jaehun Song Hyung-Sin Kim S. Bahk MQ 129 10 0 20 Jul 2022

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ZeroQ: A Novel Zero Shot Quantization Framework

Papers citing "ZeroQ: A Novel Zero Shot Quantization Framework"