Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights

10 February 2017

Papers citing "Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights"

50 / 464 papers shown

Title
Understanding Straight-Through Estimator in Training Activation Quantized Neural Nets Penghang Yin J. Lyu Shuai Zhang Stanley Osher Y. Qi Jack Xin MQ LLMSV 21 305 0 13 Mar 2019
Focused Quantization for Sparse CNNs Yiren Zhao Xitong Gao Daniel Bates Robert D. Mullins Chengzhong Xu MQ 15 26 0 07 Mar 2019
Learning low-precision neural networks without Straight-Through Estimator(STE) Z. G. Liu Matthew Mattina MQ 19 34 0 04 Mar 2019
DNNVM : End-to-End Compiler Leveraging Heterogeneous Optimizations on FPGA-based CNN Accelerators Yu Xing Shuang Liang Lingzhi Sui Xijie Jia Jiantao Qiu Xin Liu Yushun Wang Yu Wang Yi Shan 33 68 0 20 Feb 2019
AutoQ: Automated Kernel-Wise Neural Network Quantization Qian Lou Feng Guo Lantao Liu Minje Kim Lei Jiang MQ 19 97 0 15 Feb 2019
Effective Network Compression Using Simulation-Guided Iterative Pruning Dae-Woong Jeong Jaehun Kim Youngseok Kim Tae-Ho Kim Myungsu Chae 22 0 0 12 Feb 2019
Same, Same But Different - Recovering Neural Network Quantization Error Through Weight Factorization Eldad Meller Alexander Finkelstein Uri Almog Mark Grobman MQ 16 85 0 05 Feb 2019
Self-Binarizing Networks Fayez Lahoud R. Achanta Pablo Márquez-Neila Sabine Süsstrunk MQ 14 23 0 02 Feb 2019
Trading-off Accuracy and Energy of Deep Inference on Embedded Systems: A Co-Design Approach Nitthilan Kanappan Jayakodi Anwesha Chatterjee Wonje Choi J. Doppa P. Pande 11 27 0 29 Jan 2019
Improving Neural Network Quantization without Retraining using Outlier Channel Splitting Ritchie Zhao Yuwei Hu Jordan Dotzel Christopher De Sa Zhiru Zhang OODD MQ 33 304 0 28 Jan 2019
Really should we pruning after model be totally trained? Pruning based on a small amount of training Li Yue Zhao Weibin Shang-Te Lin VLM 9 5 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 G. Constantinides 19 59 0 21 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 16 5 0 04 Jan 2019
Learning Efficient Detector with Semi-supervised Adaptive Distillation Shitao Tang Xue Jiang Wenqi Shao Zhanghui Kuang Wayne Zhang Yimin Chen 20 20 0 02 Jan 2019
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian X. Lin Yanzhi Wang MQ 29 161 0 31 Dec 2018
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning Deepak Mittal S. Bhardwaj Mitesh M. Khapra Balaraman Ravindran 3DPC 28 31 0 26 Dec 2018
Dynamic Runtime Feature Map Pruning Tailin Liang Lei Wang Shaobo Shi C. Glossner 3DPC 19 8 0 24 Dec 2018
SQuantizer: Simultaneous Learning for Both Sparse and Low-precision Neural Networks M. Park Xiaofang Xu C. Brick MQ 25 8 0 20 Dec 2018
Auto-tuning Neural Network Quantization Framework for Collaborative Inference Between the Cloud and Edge Guangli Li Lei Liu Xueying Wang Xiao-jun Dong Peng Zhao Xiaobing Feng MQ 22 64 0 16 Dec 2018
Efficient Super Resolution Using Binarized Neural Network Yinglan Ma Hongyu Xiong Zhe Hu Lizhuang Ma MQ SupR 11 73 0 16 Dec 2018
A Main/Subsidiary Network Framework for Simplifying Binary Neural Network Yinghao Xu Xin Dong Yudian Li Hao Su 22 27 0 11 Dec 2018
Trained Rank Pruning for Efficient Deep Neural Networks Yuhui Xu Yuxi Li Shuai Zhang W. Wen Botao Wang Y. Qi Yiran Chen Weiyao Lin H. Xiong AAML 20 42 0 06 Dec 2018
DNQ: Dynamic Network Quantization Yuhui Xu Shuai Zhang Y. Qi Jiaxian Guo Weiyao Lin H. Xiong MQ 19 6 0 06 Dec 2018
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation Jiawei Zhang Yuzhen Jin Jilan Xu Xiaowei Xu Yanchun Zhang SSeg MedIm AI4CE 22 116 0 02 Dec 2018
Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference Edward Chou Josh Beal Daniel Levy Serena Yeung Albert Haque Li Fei-Fei 21 198 0 25 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
QUENN: QUantization Engine for low-power Neural Networks Miguel de Prado Maurizio Denna Luca Benini Nuria Pazos MQ 27 14 0 14 Nov 2018
Tetris: Re-architecting Convolutional Neural Network Computation for Machine Learning Accelerators Hang Lu Xin Wei Ning Lin Guihai Yan Xiaowei Li MQ 12 31 0 14 Nov 2018
Iteratively Training Look-Up Tables for Network Quantization Fabien Cardinaux Stefan Uhlich K. Yoshiyama J. A. García Stephen Tiedemann Thomas Kemp Akira Nakamura MQ 14 1 0 13 Nov 2018
Synaptic Strength For Convolutional Neural Network Robert Frank Martorano Zhao Zhong Wei Wu Junjie Yan CVBM 31 32 0 06 Nov 2018
A Unified Framework of DNN Weight Pruning and Weight Clustering/Quantization Using ADMM David Cortes Tianyun Zhang Kaiqi Zhang Jiayu Li Jiaming Xie Yun Liang Sijia Liu X. Lin Yanzhi Wang MQ 21 45 0 05 Nov 2018
Bi-Real Net: Binarizing Deep Network Towards Real-Network Performance Zechun Liu Wenhan Luo Baoyuan Wu Xin Yang Wei Liu K. Cheng MQ 17 92 0 04 Nov 2018
Online Embedding Compression for Text Classification using Low Rank Matrix Factorization Anish Acharya Rahul Goel A. Metallinou Inderjit Dhillon 9 58 0 01 Nov 2018
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration Yang He Ping Liu Ziwei Wang Zhilan Hu Yi Yang AAML 3DPC 22 1,037 0 01 Nov 2018
SplineNets: Continuous Neural Decision Graphs Cem Keskin Shahram Izadi 16 11 0 31 Oct 2018
Discrimination-aware Channel Pruning for Deep Neural Networks Zhuangwei Zhuang Mingkui Tan Bohan Zhuang Jing Liu Yong Guo Qingyao Wu Junzhou Huang Jin-Hui Zhu 14 594 0 28 Oct 2018
Event-triggered Natural Hazard Monitoring with Convolutional Neural Networks on the Edge Matthias Meyer Timo Farei-Campagna Akos Pasztor Reto Da Forno Tonio Gsell Jérome Faillettaz Andreas Vieli S. Weber J. Beutel Lothar Thiele 14 35 0 22 Oct 2018
KTAN: Knowledge Transfer Adversarial Network Peiye Liu Wu Liu Huadong Ma Tao Mei Mingoo Seok GAN 34 28 0 18 Oct 2018
Progressive Weight Pruning of Deep Neural Networks using ADMM Shaokai Ye Tianyun Zhang Kaiqi Zhang Jiayu Li Kaidi Xu ... M. Fardad Sijia Liu Xiang Chen X. Lin Yanzhi Wang AI4CE 29 38 0 17 Oct 2018
Penetrating the Fog: the Path to Efficient CNN Models Kun Wan Boyuan Feng Shu Yang Yufei Ding 17 0 0 09 Oct 2018
Light-Weight RefineNet for Real-Time Semantic Segmentation Vladimir Nekrasov Chunhua Shen Ian Reid SSeg VLM 19 147 0 08 Oct 2018
Towards Fast and Energy-Efficient Binarized Neural Network Inference on FPGA Cheng Fu Shilin Zhu Hao Su Ching-En Lee Jishen Zhao MQ 15 31 0 04 Oct 2018
Relaxed Quantization for Discretized Neural Networks Christos Louizos M. Reisser Tijmen Blankevoort E. Gavves Max Welling MQ 30 131 0 03 Oct 2018
Extended Bit-Plane Compression for Convolutional Neural Network Accelerators Lukas Cavigelli Luca Benini 19 20 0 01 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 9 60 0 29 Sep 2018
Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks Jack Turner José Cano Valentin Radu Elliot J. Crowley Michael F. P. O'Boyle Amos Storkey 16 40 0 19 Sep 2018
Discretely Relaxing Continuous Variables for tractable Variational Inference Trefor W. Evans P. Nair BDL 47 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 13 94 0 11 Sep 2018
Learning Sparse Low-Precision Neural Networks With Learnable Regularization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 27 31 0 01 Sep 2018
Asymptotic Soft Filter Pruning for Deep Convolutional Neural Networks Yang He Xuanyi Dong Guoliang Kang Yanwei Fu C. Yan Yi Yang 43 134 0 22 Aug 2018