Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference

15 December 2017

Papers citing "Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference"

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Title
Defensive Quantization: When Efficiency Meets Robustness Ji Lin Chuang Gan Song Han MQ 39 202 0 17 Apr 2019
Towards Real-Time Automatic Portrait Matting on Mobile Devices Seokjun Seo Seungwoo Choi Martin Kersner Beomjun Shin Hyungsuk Yoon Hyeongmin Byun S. Ha 3DH 11 3 0 08 Apr 2019
Progressive Stochastic Binarization of Deep Networks David Hartmann Michael Wand MQ 17 1 0 03 Apr 2019
Patchwork: A Patch-wise Attention Network for Efficient Object Detection and Segmentation in Video Streams Yuning Chai VOS 24 30 0 03 Apr 2019
Training Quantized Neural Networks with a Full-precision Auxiliary Module Bohan Zhuang Lingqiao Liu Mingkui Tan Chunhua Shen Ian Reid MQ 32 62 0 27 Mar 2019
Looking Fast and Slow: Memory-Guided Mobile Video Object Detection Mason Liu Menglong Zhu Marie White Yinxiao Li Dmitry Kalenichenko 23 83 0 25 Mar 2019
Towards Optimal Structured CNN Pruning via Generative Adversarial Learning Shaohui Lin Rongrong Ji Chenqian Yan Baochang Zhang Liujuan Cao QiXiang Ye Feiyue Huang David Doermann CVBM 11 504 0 22 Mar 2019
Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks Sambhav R. Jain Albert Gural Michael Wu Chris Dick MQ 16 147 0 19 Mar 2019
AttoNets: Compact and Efficient Deep Neural Networks for the Edge via Human-Machine Collaborative Design A. Wong Z. Q. Lin Brendan Chwyl HAI 14 14 0 18 Mar 2019
Cascaded Projection: End-to-End Network Compression and Acceleration Breton L. Minnehan Andreas E. Savakis 18 26 0 12 Mar 2019
Dynamic Multi-path Neural Network Yingcheng Su Shunfeng Zhou Yichao Wu Tian Su Ding Liang Xuebo Liu Dixin Zheng Yingxu Wang Junjie Yan Xiaolin Hu 11 2 0 28 Feb 2019
Low-bit Quantization of Neural Networks for Efficient Inference Yoni Choukroun Eli Kravchik Fan Yang P. Kisilev MQ 33 355 0 18 Feb 2019
Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks with Adversarial Traces Mohammad Saidur Rahman Mohsen Imani Nate Mathews M. Wright AAML 14 80 0 18 Feb 2019
AutoQ: Automated Kernel-Wise Neural Network Quantization Qian Lou Feng Guo Lantao Liu Minje Kim Lei Jiang MQ 27 97 0 15 Feb 2019
Understanding Chat Messages for Sticker Recommendation in Messaging Apps Abhishek Laddha Mohamed Hanoosh Debdoot Mukherjee Parth Patwa Ankur Narang 19 17 0 07 Feb 2019
Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorization Eldad Meller Alexander Finkelstein Uri Almog Mark Grobman MQ 24 85 0 05 Feb 2019
Towards Federated Learning at Scale: System Design Keith Bonawitz Hubert Eichner W. Grieskamp Dzmitry Huba A. Ingerman ... H. B. McMahan Timon Van Overveldt David Petrou Daniel Ramage Jason Roselander FedML 21 2,632 0 04 Feb 2019
Improving Neural Network Quantization without Retraining using Outlier Channel Splitting Ritchie Zhao Yuwei Hu Jordan Dotzel Christopher De Sa Zhiru Zhang OODD MQ 50 305 0 28 Jan 2019
QGAN: Quantized Generative Adversarial Networks Peiqi Wang Dongsheng Wang Yu Ji Xinfeng Xie Haoxuan Song XuXin Liu Yongqiang Lyu Yuan Xie GAN MQ 13 32 0 24 Jan 2019
Deep Neural Network Approximation for Custom Hardware: Where We've Been, Where We're Going Erwei Wang James J. Davis Ruizhe Zhao Ho-Cheung Ng Xinyu Niu Wayne Luk P. Cheung George A. Constantinides 24 59 0 21 Jan 2019
DSConv: Efficient Convolution Operator Marcelo Gennari Roger Fawcett V. Prisacariu MQ 32 62 0 07 Jan 2019
Dataflow-based Joint Quantization of Weights and Activations for Deep Neural Networks Xue Geng Jie Fu Bin Zhao Jie Lin M. Aly C. Pal V. Chandrasekhar MQ 24 5 0 04 Jan 2019
Dynamic Runtime Feature Map Pruning Tailin Liang Lei Wang Shaobo Shi C. Glossner 3DPC 21 8 0 24 Dec 2018
Precision Highway for Ultra Low-Precision Quantization Eunhyeok Park Dongyoung Kim S. Yoo Peter Vajda MQ AI4TS 21 12 0 24 Dec 2018
SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks M. Park Xiaofang Xu C. Brick MQ 27 8 0 20 Dec 2018
Fast Adjustable Threshold For Uniform Neural Network Quantization (Winning solution of LPIRC-II) A. Goncharenko Andrey Denisov S. Alyamkin Evgeny Terentev MQ 17 20 0 19 Dec 2018
Exploiting Kernel Sparsity and Entropy for Interpretable CNN Compression Yuchao Li Shaohui Lin Baochang Zhang Jianzhuang Liu David Doermann Yongjian Wu Feiyue Huang Rongrong Ji 43 130 0 11 Dec 2018
Efficient and Robust Machine Learning for Real-World Systems Franz Pernkopf Wolfgang Roth Matthias Zöhrer Lukas Pfeifenberger Günther Schindler Holger Froening Sebastian Tschiatschek Robert Peharz Matthew Mattina Zoubin Ghahramani OOD 27 1 0 05 Dec 2018
Efficient non-uniform quantizer for quantized neural network targeting reconfigurable hardware Natan Liss Chaim Baskin A. Mendelson A. Bronstein Raja Giryes MQ 24 5 0 27 Nov 2018
On Periodic Functions as Regularizers for Quantization of Neural Networks Maxim Naumov Utku Diril Jongsoo Park Benjamin Ray Jedrzej Jablonski Andrew Tulloch MQ 11 25 0 24 Nov 2018
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 27 152 0 22 Nov 2018
HAQ: Hardware-Aware Automated Quantization with Mixed Precision Kuan-Chieh Jackson Wang Zhijian Liu Yujun Lin Ji Lin Song Han MQ 71 872 0 21 Nov 2018
Fast On-the-fly Retraining-free Sparsification of Convolutional Neural Networks Amir H. Ashouri T. Abdelrahman Alwyn Dos Remedios MQ 16 12 0 10 Nov 2018
Dynamic Representations Toward Efficient Inference on Deep Neural Networks by Decision Gates Mohammad Saeed Shafiee M. Shafiee A. Wong AI4CE 12 4 0 05 Nov 2018
Rethinking floating point for deep learning Jeff Johnson MQ 11 135 0 01 Nov 2018
A Hitchhiker's Guide On Distributed Training of Deep Neural Networks K. Chahal Manraj Singh Grover Kuntal Dey 3DH OOD 6 53 0 28 Oct 2018
Relaxed Quantization for Discretized Neural Networks Christos Louizos M. Reisser Tijmen Blankevoort E. Gavves Max Welling MQ 36 131 0 03 Oct 2018
2018 Low-Power Image Recognition Challenge S. Alyamkin M. Ardi Achille Brighton Alexander C. Berg Yiran Chen ... George K. Thiruvathukal Baiwu Zhang Jingchi Zhang Xiaopeng Zhang Shaojie Zhuo BDL 15 13 0 03 Oct 2018
Post-training 4-bit quantization of convolution networks for rapid-deployment Ron Banner Yury Nahshan Elad Hoffer Daniel Soudry MQ 19 93 0 02 Oct 2018
AI Benchmark: Running Deep Neural Networks on Android Smartphones Andrey D. Ignatov Radu Timofte William Chou Ke Wang Max Wu Tim Hartley Luc Van Gool ELM 21 321 0 02 Oct 2018
NICE: Noise Injection and Clamping Estimation for Neural Network Quantization Chaim Baskin Natan Liss Yoav Chai Evgenii Zheltonozhskii Eli Schwartz Raja Giryes A. Mendelson A. Bronstein MQ 11 60 0 29 Sep 2018
FermiNets: Learning generative machines to generate efficient neural networks via generative synthesis A. Wong M. Shafiee Brendan Chwyl Francis Li 8 64 0 17 Sep 2018
Hardware-Aware Machine Learning: Modeling and Optimization Diana Marculescu Dimitrios Stamoulis E. Cai 19 45 0 14 Sep 2018
Discretely Relaxing Continuous Variables for tractable Variational Inference Trefor W. Evans P. Nair BDL 52 0 0 12 Sep 2018
Discovering Low-Precision Networks Close to Full-Precision Networks for Efficient Embedded Inference J. McKinstry S. K. Esser R. Appuswamy Deepika Bablani John V. Arthur Izzet B. Yildiz D. Modha MQ 18 94 0 11 Sep 2018
DeepHunter: Hunting Deep Neural Network Defects via Coverage-Guided Fuzzing Xiaofei Xie Lei Ma Felix Juefei Xu Hongxu Chen Minhui Xue Bo-wen Li Yang Liu Jianjun Zhao Jianxiong Yin Simon See 43 40 0 04 Sep 2018
Training Compact Neural Networks with Binary Weights and Low Precision Activations Bohan Zhuang Chunhua Shen Ian Reid MQ 13 14 0 08 Aug 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 51 2,982 0 31 Jul 2018
Learning K-way D-dimensional Discrete Codes for Compact Embedding Representations Ting-Li Chen Martin Renqiang Min Yizhou Sun 26 70 0 21 Jun 2018
Quantizing deep convolutional networks for efficient inference: A whitepaper Raghuraman Krishnamoorthi MQ 48 993 0 21 Jun 2018