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HAQ: Hardware-Aware Automated Quantization with Mixed Precision

Computer Vision and Pattern Recognition (CVPR), 2018

21 November 2018

Zhijian Liu

Song Han

Papers citing "HAQ: Hardware-Aware Automated Quantization with Mixed Precision"

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Title
DarkneTZ: Towards Model Privacy at the Edge using Trusted Execution EnvironmentsACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services (MobiSys), 2020 Fan Mo Ali Shahin Shamsabadi Kleomenis Katevas Soteris Demetriou Ilias Leontiadis Andrea Cavallaro Hamed Haddadi FedML 143 208 0 12 Apr 2020
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel DimensionsComputer Vision and Pattern Recognition (CVPR), 2020 Alvin Wan Xiaoliang Dai Peizhao Zhang Zijian He Yuandong Tian ... Matthew Yu Tao Xu Kan Chen Peter Vajda Joseph E. Gonzalez 153 316 0 12 Apr 2020
GeneCAI: Genetic Evolution for Acquiring Compact AIAnnual Conference on Genetic and Evolutionary Computation (GECCO), 2020 Mojan Javaheripi Mohammad Samragh T. Javidi F. Koushanfar 236 9 0 08 Apr 2020
CNN2Gate: Toward Designing a General Framework for Implementation of Convolutional Neural Networks on FPGA Alireza Ghaffari Yvon Savaria 140 10 0 06 Apr 2020
GAN Compression: Efficient Architectures for Interactive Conditional GANsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020 Zhekai Zhang Ji Lin Yaoyao Ding Zhijian Liu Jun-Yan Zhu Song Han GAN 196 3 0 19 Mar 2020
Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network CompressionComputer Vision and Pattern Recognition (CVPR), 2020 Yawei Li Shuhang Gu Christoph Mayer Luc Van Gool Radu Timofte 288 205 0 19 Mar 2020
Efficient Bitwidth Search for Practical Mixed Precision Neural Network Yuhang Li Wei Wang Haoli Bai Yazhe Niu Xin Dong F. Yu MQ 135 23 0 17 Mar 2020
Benchmarking TinyML Systems: Challenges and Direction Colby R. Banbury Vijay Janapa Reddi Max Lam William Fu A. Fazel ... Jae-sun Seo Jeff Sieracki Urmish Thakker Marian Verhelst Poonam Yadav 281 270 0 10 Mar 2020
Ordering Chaos: Memory-Aware Scheduling of Irregularly Wired Neural Networks for Edge DevicesConference on Machine Learning and Systems (MLSys), 2020 Byung Hoon Ahn Jinwon Lee J. Lin Hsin-Pai Cheng Jilei Hou H. Esmaeilzadeh 173 57 0 04 Mar 2020
WaveQ: Gradient-Based Deep Quantization of Neural Networks through Sinusoidal Adaptive Regularization Ahmed T. Elthakeb Prannoy Pilligundla Fatemehsadat Mireshghallah T. Elgindi Charles-Alban Deledalle H. Esmaeilzadeh MQ 173 10 0 29 Feb 2020
Learning in the Frequency DomainComputer Vision and Pattern Recognition (CVPR), 2020 Kai Xu Minghai Qin Fei Sun Yuhao Wang Yen-kuang Chen Fengbo Ren 279 494 0 27 Feb 2020
RNNPool: Efficient Non-linear Pooling for RAM Constrained InferenceNeural Information Processing Systems (NeurIPS), 2020 Oindrila Saha Aditya Kusupati H. Simhadri Manik Varma Prateek Jain 145 57 0 27 Feb 2020
Searching for Winograd-aware Quantized NetworksConference on Machine Learning and Systems (MLSys), 2020 Javier Fernandez-Marques P. Whatmough Andrew Mundy Matthew Mattina MQ 116 40 0 25 Feb 2020
Exploring the Connection Between Binary and Spiking Neural NetworksFrontiers in Neuroscience (Front. Neurosci.), 2020 Sen Lu Abhronil Sengupta MQ 179 109 0 24 Feb 2020
Post-training Quantization with Multiple Points: Mixed Precision without Mixed PrecisionAAAI Conference on Artificial Intelligence (AAAI), 2020 Xingchao Liu Mao Ye Dengyong Zhou Qiang Liu MQ 247 51 0 20 Feb 2020
Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision ActivationsInternational Conference on Learning Representations (ICLR), 2020 Yichi Zhang Ritchie Zhao Weizhe Hua N. Xu G. E. Suh Zhiru Zhang MQ 299 28 0 17 Feb 2020
Learning Architectures for Binary NetworksEuropean Conference on Computer Vision (ECCV), 2020 Dahyun Kim Kunal Pratap Singh Jonghyun Choi MQ 188 46 0 17 Feb 2020
BitPruning: Learning Bitlengths for Aggressive and Accurate QuantizationInternational Symposium on Circuits and Systems (ISCAS), 2020 Milovs Nikolić G. B. Hacene Ciaran Bannon Alberto Delmas Lascorz Matthieu Courbariaux Yoshua Bengio Vincent Gripon Andreas Moshovos MQ 152 25 0 08 Feb 2020
Switchable Precision Neural Networks Luis Guerra Bohan Zhuang Ian Reid Tom Drummond MQ 134 20 0 07 Feb 2020
Chameleon: Adaptive Code Optimization for Expedited Deep Neural Network CompilationInternational Conference on Learning Representations (ICLR), 2020 Byung Hoon Ahn Prannoy Pilligundla Amir Yazdanbakhsh H. Esmaeilzadeh ODL 191 87 0 23 Jan 2020
Channel Pruning via Automatic Structure SearchInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Mingbao Lin Rongrong Ji Yuxin Zhang Baochang Zhang Yongjian Wu Yonghong Tian 232 270 0 23 Jan 2020
Filter Sketch for Network PruningIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020 Mingbao Lin Liujuan Cao Shaojie Li QiXiang Ye Yonghong Tian Jianzhuang Liu Q. Tian Rongrong Ji CLIP 3DPC 248 95 0 23 Jan 2020
Functional Error Correction for Robust Neural NetworksIEEE Journal on Selected Areas in Information Theory (JSAIT), 2020 Kunping Huang P. Siegel Anxiao Anxiao Jiang 47 27 0 12 Jan 2020
Least squares binary quantization of neural networks Hadi Pouransari Zhucheng Tu Oncel Tuzel MQ 196 36 0 09 Jan 2020
Resource-Efficient Neural Networks for Embedded Systems Wolfgang Roth Günther Schindler Lukas Pfeifenberger Robert Peharz Sebastian Tschiatschek Holger Fröning Franz Pernkopf Zoubin Ghahramani 199 63 0 07 Jan 2020
RPR: Random Partition Relaxation for Training; Binary and Ternary Weight Neural Networks Lukas Cavigelli Luca Benini MQ 183 9 0 04 Jan 2020
Fractional Skipping: Towards Finer-Grained Dynamic CNN InferenceAAAI Conference on Artificial Intelligence (AAAI), 2020 Jianghao Shen Y. Fu Yue Wang Pengfei Xu Zinan Lin Yingyan Lin MQ 114 48 0 03 Jan 2020
Mixed-Precision Quantized Neural Network with Progressively Decreasing Bitwidth For Image Classification and Object Detection Tianshu Chu Qin Luo Jie Yang Xiaolin Huang MQ 110 8 0 29 Dec 2019
Towards Unified INT8 Training for Convolutional Neural NetworkComputer Vision and Pattern Recognition (CVPR), 2019 Feng Zhu Yazhe Niu F. Yu Xianglong Liu Yanfei Wang Zhelong Li Xiuqi Yang Junjie Yan MQ 207 172 0 29 Dec 2019
Towards Efficient Training for Neural Network Quantization Qing Jin Linjie Yang Zhenyu A. Liao MQ 223 42 0 21 Dec 2019
AdaBits: Neural Network Quantization with Adaptive Bit-WidthsComputer Vision and Pattern Recognition (CVPR), 2019 Qing Jin Linjie Yang Zhenyu A. Liao MQ 197 143 0 20 Dec 2019
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversionComputer Vision and Pattern Recognition (CVPR), 2019 Hongxu Yin Pavlo Molchanov Zhizhong Li J. Álvarez Arun Mallya Derek Hoiem N. Jha Jan Kautz 383 636 0 18 Dec 2019
Dynamic Convolution: Attention over Convolution KernelsComputer Vision and Pattern Recognition (CVPR), 2019 Yinpeng Chen Xiyang Dai Xiyang Dai Dongdong Chen Lu Yuan Zicheng Liu 311 1,126 0 07 Dec 2019
Deep Model Compression Via Two-Stage Deep Reinforcement Learning Huixin Zhan Wei-Ming Lin Yongcan Cao 118 12 0 04 Dec 2019
Semi-Relaxed Quantization with DropBits: Training Low-Bit Neural Networks via Bit-wise Regularization J. H. Lee Jihun Yun Sung Ju Hwang Eunho Yang MQ 157 0 0 29 Nov 2019
QKD: Quantization-aware Knowledge Distillation Jangho Kim Brandon Smart Jinwon Lee Chirag I. Patel Nojun Kwak MQ 205 72 0 28 Nov 2019
Domain-Aware Dynamic Networks Tianyuan Zhang Bichen Wu Xin Wang Joseph E. Gonzalez Kurt Keutzer 137 6 0 26 Nov 2019
Any-Precision Deep Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2019 Haichao Yu Haoxiang Li Humphrey Shi Thomas S. Huang G. Hua MQ 205 73 0 17 Nov 2019
Ternary MobileNets via Per-Layer Hybrid Filter Banks Dibakar Gope Jesse G. Beu Urmish Thakker Matthew Mattina MQ 133 15 0 04 Nov 2019
Comprehensive SNN Compression Using ADMM Optimization and Activity RegularizationIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2019 Lei Deng Yujie Wu Yifan Hu Ling Liang Guoqi Li Xing Hu Yufei Ding Peng Li Yuan Xie 200 99 0 03 Nov 2019
Adaptive Precision Training: Quantify Back Propagation in Neural Networks with Fixed-point Numbers Xishan Zhang Shaoli Liu Rui Zhang Yu Xie Di Huang ... Jiaming Guo Yu Kang Qi Guo Zidong Du Yunji Chen MQ 122 8 0 01 Nov 2019
Training DNN IoT Applications for Deployment On Analog NVM CrossbarsIEEE International Joint Conference on Neural Network (IJCNN), 2019 F. García-Redondo Shidhartha Das G. Rosendale 213 5 0 30 Oct 2019
Depth-wise Decomposition for Accelerating Separable Convolutions in Efficient Convolutional Neural NetworksAdvances in Artificial Intelligence and Machine Learning (AAIML), 2019 Yihui He Jianing Qian Jianren Wang Cindy X. Le Congrui Hetang Qi Lyu Wenping Wang Tianwei Yue 227 14 0 21 Oct 2019
Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-based Approach Haichuan Yang Shupeng Gui Yuhao Zhu Ji Liu MQ 130 5 0 14 Oct 2019
Forward and Backward Information Retention for Accurate Binary Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2019 Haotong Qin Yazhe Niu Xianglong Liu Mingzhu Shen Ziran Wei F. Yu Jingkuan Song MQ 344 364 0 24 Sep 2019
Structured Binary Neural Networks for Image RecognitionInternational Journal of Computer Vision (IJCV), 2019 Bohan Zhuang Chunhua Shen Zhuliang Yu Peng Chen Lingqiao Liu Ian Reid MQ 277 20 0 22 Sep 2019
PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors Angelo Garofalo Manuele Rusci Francesco Conti D. Rossi Luca Benini MQ 167 143 0 29 Aug 2019
Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural NetworksIEEE International Conference on Computer Vision (ICCV), 2019 Yazhe Niu Xianglong Liu Shenghu Jiang Tian-Hao Li Peng Hu Jiazhen Lin F. Yu Junjie Yan MQ 232 507 0 14 Aug 2019
GDRQ: Group-based Distribution Reshaping for Quantization Haibao Yu Tuopu Wen Guangliang Cheng Jiankai Sun Qi Han Jianping Shi MQ 147 3 0 05 Aug 2019
And the Bit Goes Down: Revisiting the Quantization of Neural NetworksInternational Conference on Learning Representations (ICLR), 2019 Pierre Stock Armand Joulin Rémi Gribonval Benjamin Graham Edouard Grave MQ 357 154 0 12 Jul 2019