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
Symmetry Regularization and Saturating Nonlinearity for Robust QuantizationEuropean Conference on Computer Vision (ECCV), 2022 Sein Park Yeongsang Jang Eunhyeok Park MQ 126 6 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 161 10 0 20 Jul 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale TransformersNeural Information Processing Systems (NeurIPS), 2022 Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 411 614 0 04 Jun 2022
Wavelet Feature Maps Compression for Image-to-Image CNNsNeural Information Processing Systems (NeurIPS), 2022 Shahaf E. Finder Yair Zohav Maor Ashkenazi Eran Treister 317 44 0 24 May 2022
OPQ: Compressing Deep Neural Networks with One-shot Pruning-QuantizationAAAI Conference on Artificial Intelligence (AAAI), 2021 Peng Hu Xi Peng Erik Cambria M. Aly Jie Lin MQ 228 73 0 23 May 2022
UnrealNAS: Can We Search Neural Architectures with Unreal Data? Zhen Dong Kaichen Zhou Ge Li Qiang Zhou Mingfei Guo Guohao Li Kurt Keutzer Shanghang Zhang 195 0 0 04 May 2022
Towards Feature Distribution Alignment and Diversity Enhancement for Data-Free QuantizationIndustrial Conference on Data Mining (IDM), 2022 Yangcheng Gao Zhao Zhang Richang Hong Haijun Zhang Jicong Fan Shuicheng Yan MQ 158 11 0 30 Apr 2022
RAPQ: Rescuing Accuracy for Power-of-Two Low-bit Post-training QuantizationInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Hongyi Yao Pu Li Jian Cao Xiangcheng Liu Chenying Xie Bin Wang MQ 206 18 0 26 Apr 2022
Enable Deep Learning on Mobile Devices: Methods, Systems, and Applications Han Cai Ji Lin Chengyue Wu Zhijian Liu Haotian Tang Hanrui Wang Ligeng Zhu Song Han 230 132 0 25 Apr 2022
Data-Free Quantization with Accurate Activation Clipping and Adaptive Batch NormalizationNeural Processing Letters (NPL), 2022 Yefei He Luoming Zhang Weijia Wu Hong Zhou MQ 162 2 0 08 Apr 2022
Intelligence at the Extreme Edge: A Survey on Reformable TinyMLACM Computing Surveys (ACM CSUR), 2022 Visal Rajapakse Ishan Karunanayake Nadeem Ahmed SyDa 169 79 0 02 Apr 2022
It's All In the Teacher: Zero-Shot Quantization Brought Closer to the TeacherComputer Vision and Pattern Recognition (CVPR), 2022 Kanghyun Choi Hye Yoon Lee Deokki Hong Joonsang Yu Noseong Park Youngsok Kim Jinho Lee MQ 311 35 0 31 Mar 2022
REx: Data-Free Residual Quantization Error ExpansionNeural Information Processing Systems (NeurIPS), 2022 Edouard Yvinec Arnaud Dapgony Matthieu Cord Kévin Bailly MQ 322 9 0 28 Mar 2022
SPIQ: Data-Free Per-Channel Static Input QuantizationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Edouard Yvinec Arnaud Dapogny Matthieu Cord Kévin Bailly MQ 117 22 0 28 Mar 2022
GradViT: Gradient Inversion of Vision TransformersComputer Vision and Pattern Recognition (CVPR), 2022 Ali Hatamizadeh Hongxu Yin H. Roth Wenqi Li Jan Kautz Daguang Xu Pavlo Molchanov ViT 291 80 0 22 Mar 2022
QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training QuantizationInternational Conference on Learning Representations (ICLR), 2022 Xiuying Wei Yazhe Niu Yuhang Li Xianglong Liu F. Yu MQ VLM 327 224 0 11 Mar 2022
Patch Similarity Aware Data-Free Quantization for Vision TransformersEuropean Conference on Computer Vision (ECCV), 2022 Zhikai Li Liping Ma Mengjuan Chen Junrui Xiao Qingyi Gu MQ ViT 320 68 0 04 Mar 2022
Comprehensive Analysis of the Object Detection Pipeline on UAVsRemote Sensing (RS), 2022 Leon Amadeus Varga Sebastian Koch A. Zell 150 7 0 01 Mar 2022
Practical Network Acceleration with Tiny SetsComputer Vision and Pattern Recognition (CVPR), 2022 G. Wang Jianxin Wu 174 13 0 16 Feb 2022
SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian ApproximationInternational Conference on Learning Representations (ICLR), 2022 Cong Guo Yuxian Qiu Jingwen Leng Xiaotian Gao Chen Zhang Yunxin Liu Fan Yang Yuhao Zhu Minyi Guo MQ 236 82 0 14 Feb 2022
Energy awareness in low precision neural networks Nurit Spingarn-Eliezer Ron Banner Elad Hoffer Hilla Ben-Yaacov T. Michaeli 273 0 0 06 Feb 2022
Post-training Quantization for Neural Networks with Provable GuaranteesSIAM Journal on Mathematics of Data Science (SIMODS), 2022 Jinjie Zhang Yixuan Zhou Rayan Saab MQ 191 48 0 26 Jan 2022
Q-ViT: Fully Differentiable Quantization for Vision Transformer Zhexin Li Tong Yang Peisong Wang Jian Cheng ViT MQ 231 49 0 19 Jan 2022
Distillation from heterogeneous unlabeled collections Jean-Michel Begon Pierre Geurts 84 0 0 17 Jan 2022
UWC: Unit-wise Calibration Towards Rapid Network CompressionBritish Machine Vision Conference (BMVC), 2022 Chen Lin Zheyang Li Bo Peng Haoji Hu Wenming Tan Ye Ren Shiliang Pu MQ 87 1 0 17 Jan 2022
Conditional Generative Data-free Knowledge DistillationImage and Vision Computing (IVC), 2021 Xinyi Yu Ling Yan Yang Yang Libo Zhou Linlin Ou 388 8 0 31 Dec 2021
Data-Free Knowledge Transfer: A Survey Yuang Liu Wei Zhang Jun Wang Jianyong Wang 273 55 0 31 Dec 2021
N3H-Core: Neuron-designed Neural Network Accelerator via FPGA-based Heterogeneous Computing Cores Yu Gong Zhihang Xu Zhezhi He Weifeng Zhang Xiaobing Tu Xiaoyao Liang Li Jiang 144 18 0 15 Dec 2021
BDFA: A Blind Data Adversarial Bit-flip Attack on Deep Neural Networks B. Ghavami Mani Sadati M. Shahidzadeh Zhenman Fang Lesley Shannon AAML 173 2 0 07 Dec 2021
A Generalized Zero-Shot Quantization of Deep Convolutional Neural Networks via Learned Weights StatisticsIEEE transactions on multimedia (IEEE Trans. Multimedia), 2021 Prasen Kumar Sharma Arun Abraham V. N. Rajendiran MQ 356 10 0 06 Dec 2021
The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image Yuki M. Asano Aaqib Saeed 377 8 0 01 Dec 2021
IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization Mingliang Xu Mingbao Lin Gongrui Nan Jianzhuang Liu Baochang Zhang Yonghong Tian Rongrong Ji MQ 705 88 0 17 Nov 2021
Edge-Cloud Polarization and Collaboration: A Comprehensive Survey for AIIEEE Transactions on Knowledge and Data Engineering (TKDE), 2021 Jiangchao Yao Shengyu Zhang Yang Yao Feng Wang Jianxin Ma ... Kun Kuang Chao-Xiang Wu Leilei Gan Jingren Zhou Hongxia Yang 342 137 0 11 Nov 2021
MQBench: Towards Reproducible and Deployable Model Quantization Benchmark Yuhang Li Mingzhu Shen Jian Ma Yan Ren Mingxin Zhao Tao Gui Yazhe Niu F. Yu Junjie Yan MQ 158 66 0 05 Nov 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting SamplesNeural Information Processing Systems (NeurIPS), 2021 Kanghyun Choi Deokki Hong Noseong Park Youngsok Kim Jinho Lee MQ 185 77 0 04 Nov 2021
ZeBRA: Precisely Destroying Neural Networks with Zero-Data Based Repeated Bit Flip AttackBritish Machine Vision Conference (BMVC), 2021 Dahoon Park K. Kwon Sunghoon Im Jaeha Kung AAML 163 3 0 01 Nov 2021
Applications and Techniques for Fast Machine Learning in ScienceFrontiers in Big Data (Front. Big Data), 2021 A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 200 81 0 25 Oct 2021
When to Prune? A Policy towards Early Structural PruningComputer Vision and Pattern Recognition (CVPR), 2021 Maying Shen Pavlo Molchanov Hongxu Yin J. Álvarez VLM 229 69 0 22 Oct 2021
HALP: Hardware-Aware Latency Pruning Maying Shen Hongxu Yin Pavlo Molchanov Lei Mao Jianna Liu J. Álvarez VLM 166 16 0 20 Oct 2021
EBJR: Energy-Based Joint Reasoning for Adaptive InferenceBritish Machine Vision Conference (BMVC), 2021 Mohammad Akbari Amin Banitalebi-Dehkordi Yong Zhang BDL MQ 139 7 0 20 Oct 2021
HPTQ: Hardware-Friendly Post Training Quantization H. Habi Reuven Peretz Elad Cohen Lior Dikstein Oranit Dror I. Diamant Roy H. Jennings Arnon Netzer MQ 205 11 0 19 Sep 2021
OMPQ: Orthogonal Mixed Precision QuantizationAAAI Conference on Artificial Intelligence (AAAI), 2021 Yuexiao Ma Taisong Jin Xiawu Zheng Yan Wang Huixia Li Yongjian Wu Guannan Jiang Wei Zhang Rongrong Ji MQ 300 50 0 16 Sep 2021
Fine-grained Data Distribution Alignment for Post-Training QuantizationEuropean Conference on Computer Vision (ECCV), 2021 Mingliang Xu Mingbao Lin Mengzhao Chen Ke Li Chunjiang Ge Jiayi Ji Yongjian Wu Rongrong Ji MQ 200 21 0 09 Sep 2021
Memory-Free Generative Replay For Class-Incremental Learning Xiaomeng Xin Yiran Zhong Yunzhong Hou Jinjun Wang Liang Zheng 189 10 0 01 Sep 2021
Diverse Sample Generation: Pushing the Limit of Generative Data-free QuantizationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Haotong Qin Yifu Ding Xiangguo Zhang Jinyang Guo Xianglong Liu Jiwen Lu DiffM MQ 155 89 0 01 Sep 2021
Full-Cycle Energy Consumption Benchmark for Low-Carbon Computer Vision Yue Liu Xinyang Jiang Donglin Bai Yuge Zhang Ningxin Zheng Xuanyi Dong Lu Liu Yuqing Yang Dongsheng Li 121 11 0 30 Aug 2021
Auto-Split: A General Framework of Collaborative Edge-Cloud AIKnowledge Discovery and Data Mining (KDD), 2021 Amin Banitalebi-Dehkordi Naveen Vedula Jian Pei Fei Xia Lanjun Wang Yong Zhang 187 113 0 30 Aug 2021
MOHAQ: Multi-Objective Hardware-Aware Quantization of Recurrent Neural Networks Nesma M. Rezk Tomas Nordstrom D. Stathis Z. Ul-Abdin E. Aksoy A. Hemani MQ 231 3 0 02 Aug 2021
Pruning Ternary Quantization Danyang Liu Xiangshan Chen Jie Fu Chen Ma Xue Liu MQ 356 0 0 23 Jul 2021
Privacy Vulnerability of Split Computing to Data-Free Model Inversion Attacks Xin Dong Hongxu Yin J. Álvarez Jan Kautz Pavlo Molchanov H. T. Kung MIACV 367 11 0 13 Jul 2021