Binarized Neural Networks

8 February 2016

Papers citing "Binarized Neural Networks"

41 / 341 papers shown

Title
HashGAN:Attention-aware Deep Adversarial Hashing for Cross Modal Retrieval Xi Zhang Siyu Zhou Jiashi Feng Hanjiang Lai Bo Li Yan Pan Jian Yin Bo An GAN 29 55 0 26 Nov 2017
Deep Learning for Real-Time Crime Forecasting and its Ternarization Bao Wang Penghang Yin Andrea L. Bertozzi P. Brantingham Stanley J. Osher Jack Xin AI4TS 38 82 0 23 Nov 2017
Deep Expander Networks: Efficient Deep Networks from Graph Theory Ameya Prabhu G. Varma A. Namboodiri GNN 30 70 0 23 Nov 2017
Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity? Manuele Rusci Lukas Cavigelli Luca Benini MQ 23 20 0 21 Nov 2017
xUnit: Learning a Spatial Activation Function for Efficient Image Restoration I. Kligvasser Tamar Rott Shaham T. Michaeli 21 58 0 17 Nov 2017
Attacking Binarized Neural Networks A. Galloway Graham W. Taylor M. Moussa MQ AAML 14 104 0 01 Nov 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 71 1,764 0 10 Oct 2017
Flexible Network Binarization with Layer-wise Priority He Wang Yi Tian Xu Bingbing Ni Hongteng Xu MQ 28 10 0 13 Sep 2017
Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks Victor Campos Brendan Jou Xavier Giró-i-Nieto Jordi Torres Shih-Fu Chang 18 217 0 22 Aug 2017
Channel Pruning for Accelerating Very Deep Neural Networks Yihui He Xiangyu Zhang Jian Sun 78 2,505 0 19 Jul 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 53 558 0 05 Jul 2017
SEP-Nets: Small and Effective Pattern Networks Zhe Li Xiaoyu Wang Xutao Lv Tianbao Yang 30 12 0 13 Jun 2017
Network Sketching: Exploiting Binary Structure in Deep CNNs Yiwen Guo Anbang Yao Hao Zhao Yurong Chen MQ 29 95 0 07 Jun 2017
Bayesian Compression for Deep Learning Christos Louizos Karen Ullrich Max Welling UQCV BDL 23 479 0 24 May 2017
Espresso: Efficient Forward Propagation for BCNNs Fabrizio Pedersoli George Tzanetakis Andrea Tagliasacchi MQ 13 13 0 19 May 2017
Hardware-Software Codesign of Accurate, Multiplier-free Deep Neural Networks Hokchhay Tann S. Hashemi Iris Bahar Sherief Reda MQ 14 74 0 11 May 2017
Towards thinner convolutional neural networks through Gradually Global Pruning Z. Wang Ce Zhu Zhiqiang Xia Qi Guo Yipeng Liu CVBM 14 4 0 29 Mar 2017
More is Less: A More Complicated Network with Less Inference Complexity Xuanyi Dong Junshi Huang Yi Yang Shuicheng Yan 26 288 0 25 Mar 2017
Towards Closing the Energy Gap Between HOG and CNN Features for Embedded Vision Amr Suleiman Yu-hsin Chen J. Emer Vivienne Sze 24 56 0 17 Mar 2017
Deep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations Liangzhen Lai Naveen Suda Vikas Chandra MQ 33 85 0 08 Mar 2017
Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources Adrian Bulat Georgios Tzimiropoulos CVBM 3DV 24 190 0 02 Mar 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 36 502 0 03 Feb 2017
Mixed Low-precision Deep Learning Inference using Dynamic Fixed Point Naveen Mellempudi Abhisek Kundu Dipankar Das Dheevatsa Mudigere Bharat Kaul MQ 35 30 0 31 Jan 2017
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices Wenjia Meng Zonghua Gu Ming Zhang Zhaohui Wu 24 36 0 02 Jan 2017
Hardware for Machine Learning: Challenges and Opportunities Vivienne Sze Yu-hsin Chen Joel S. Einer Amr Suleiman Zhengdong Zhang 22 77 0 22 Dec 2016
FINN: A Framework for Fast, Scalable Binarized Neural Network Inference Yaman Umuroglu Nicholas J. Fraser Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 38 977 0 01 Dec 2016
LCNN: Lookup-based Convolutional Neural Network Hessam Bagherinezhad Mohammad Rastegari Ali Farhadi 13 89 0 20 Nov 2016
Deep Identity-aware Transfer of Facial Attributes Mu Li W. Zuo David C. Zhang CVBM 32 149 0 18 Oct 2016
Hierarchical Multiscale Recurrent Neural Networks Junyoung Chung Sungjin Ahn Yoshua Bengio BDL 29 534 0 06 Sep 2016
Local Binary Convolutional Neural Networks Felix Juefei Xu Vishnu Naresh Boddeti Marios Savvides MQ 24 251 0 22 Aug 2016
DeepBinaryMask: Learning a Binary Mask for Video Compressive Sensing Michael Iliadis L. Spinoulas Aggelos K. Katsaggelos 31 74 0 12 Jul 2016
Sequence-Level Knowledge Distillation Yoon Kim Alexander M. Rush 27 1,098 0 25 Jun 2016
Deep neural networks are robust to weight binarization and other non-linear distortions P. Merolla R. Appuswamy John V. Arthur S. K. Esser D. Modha OOD MQ 25 96 0 07 Jun 2016
Unreasonable Effectiveness of Learning Neural Networks: From Accessible States and Robust Ensembles to Basic Algorithmic Schemes Carlo Baldassi C. Borgs J. Chayes Alessandro Ingrosso C. Lucibello Luca Saglietti R. Zecchina 15 163 0 20 May 2016
Ristretto: Hardware-Oriented Approximation of Convolutional Neural Networks Philipp Gysel 29 127 0 20 May 2016
Ternary Weight Networks Fengfu Li Bin Liu Xiaoxing Wang Bo-Wen Zhang Junchi Yan MQ 38 520 0 16 May 2016
Convolutional Neural Networks using Logarithmic Data Representation Daisuke Miyashita Edward H. Lee B. Murmann MQ 21 425 0 03 Mar 2016
Scalable and Sustainable Deep Learning via Randomized Hashing Ryan Spring Anshumali Shrivastava 21 132 0 26 Feb 2016
Mining Mid-level Visual Patterns with Deep CNN Activations Yao Li Lingqiao Liu Chunhua Shen Anton Van Den Hengel 19 54 0 21 Jun 2015
Computational Cost Reduction in Learned Transform Classifications E. Machado C. Miosso R. V. Borries Murilo Coutinho P. Berger Thiago Marques R. Jacobi 30 3 0 26 Apr 2015