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XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

16 March 2016

Papers citing "XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks"

50 / 1,731 papers shown

Title
Structural Compression of Convolutional Neural Networks R. Abbasi-Asl Bin Yu 76 16 0 20 May 2017
Structured Bayesian Pruning via Log-Normal Multiplicative Noise Kirill Neklyudov Dmitry Molchanov Arsenii Ashukha Dmitry Vetrov BDL 165 189 0 20 May 2017
The High-Dimensional Geometry of Binary Neural Networks Alexander G. Anderson C. P. Berg MQ 96 76 0 19 May 2017
Espresso: Efficient Forward Propagation for BCNNs Fabrizio Pedersoli George Tzanetakis Andrea Tagliasacchi MQ 49 13 0 19 May 2017
Ternary Neural Networks with Fine-Grained Quantization Naveen Mellempudi Abhisek Kundu Dheevatsa Mudigere Dipankar Das Bharat Kaul Pradeep Dubey MQ 135 111 0 02 May 2017
A Study of Deep Learning Robustness Against Computation Failures Jean-Charles Vialatte François Leduc-Primeau 50 14 0 18 Apr 2017
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 1.2K 21,022 0 17 Apr 2017
CBinfer: Change-Based Inference for Convolutional Neural Networks on Video Data Lukas Cavigelli Philippe Degen Luca Benini BDL 90 51 0 14 Apr 2017
Pyramid Vector Quantization for Deep Learning Vincenzo Liguori MQ 18 2 0 10 Apr 2017
Soft-to-Hard Vector Quantization for End-to-End Learning Compressible Representations E. Agustsson Fabian Mentzer Michael Tschannen Lukas Cavigelli Radu Timofte Luca Benini Luc Van Gool MQ 124 484 0 03 Apr 2017
Learning Convolutional Networks for Content-weighted Image Compression Mu Li W. Zuo Shuhang Gu Debin Zhao David C. Zhang 91 402 0 30 Mar 2017
Towards thinner convolutional neural networks through Gradually Global Pruning Z. Wang Ce Zhu Zhiqiang Xia Qi Guo Yipeng Liu CVBM 34 4 0 29 Mar 2017
Multi-Scale Dense Networks for Resource Efficient Image Classification Gao Huang Danlu Chen Tianhong Li Felix Wu Laurens van der Maaten Kilian Q. Weinberger VLM 97 140 0 29 Mar 2017
Efficient Processing of Deep Neural Networks: A Tutorial and Survey Vivienne Sze Yu-hsin Chen Tien-Ju Yang J. Emer AAML 3DV 134 3,043 0 27 Mar 2017
More is Less: A More Complicated Network with Less Inference Complexity Xuanyi Dong Junshi Huang Yi Yang Shuicheng Yan 94 288 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 67 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 76 85 0 08 Mar 2017
NoScope: Optimizing Neural Network Queries over Video at Scale Daniel Kang John Emmons Firas Abuzaid Peter Bailis Matei A. Zaharia 152 211 0 07 Mar 2017
Generative Compression Shibani Santurkar David Budden Nir Shavit VGen DiffM GAN 126 189 0 04 Mar 2017
Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources Adrian Bulat Georgios Tzimiropoulos CVBM 3DV 134 191 0 02 Mar 2017
Deep Forest Zhi Zhou Ji Feng 140 1,019 0 28 Feb 2017
ShaResNet: reducing residual network parameter number by sharing weights Alexandre Boulch 117 26 0 28 Feb 2017
Low-Precision Batch-Normalized Activations Benjamin Graham MQ 84 9 0 27 Feb 2017
Adaptive Neural Networks for Efficient Inference Tolga Bolukbasi Joseph Wang O. Dekel Venkatesh Saligrama 79 357 0 25 Feb 2017
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 154 89 0 24 Feb 2017
The Power of Sparsity in Convolutional Neural Networks Soravit Changpinyo Mark Sandler A. Zhmoginov 99 133 0 21 Feb 2017
A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural Networks Yixing Li Zichuan Liu Kai Xu Hao Yu Fengbo Ren MQ 35 38 0 20 Feb 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 433 1,057 0 10 Feb 2017
Energy Saving Additive Neural Network Arman Afrasiyabi Ozan Yildiz Baris Nasir Fatoş T. Yarman Vural A. Enis Cetin 53 2 0 09 Feb 2017
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 181 507 0 03 Feb 2017
CNN as Guided Multi-layer RECOS Transform C.-C. Jay Kuo 21 0 0 30 Jan 2017
Scaling Binarized Neural Networks on Reconfigurable Logic Nicholas J. Fraser Yaman Umuroglu Giulio Gambardella Michaela Blott Philip H. W. Leong Magnus Jahre K. Vissers MQ 92 57 0 12 Jan 2017
Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses Yandan Wang W. Wen Linghao Song Hai Helen Li 37 18 0 07 Jan 2017
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices Wenjia Meng Zonghua Gu Ming Zhang Zhaohui Wu 90 36 0 02 Jan 2017
Hardware for Machine Learning: Challenges and Opportunities Vivienne Sze Yu-hsin Chen Joel S. Einer Amr Suleiman Zhengdong Zhang 141 78 0 22 Dec 2016
Wide-Slice Residual Networks for Food Recognition N. Martinel G. Foresti C. Micheloni 128 202 0 20 Dec 2016
Quantization and Training of Low Bit-Width Convolutional Neural Networks for Object Detection Penghang Yin Shuai Zhang Y. Qi Jack Xin MQ 186 42 0 19 Dec 2016
Delta Networks for Optimized Recurrent Network Computation Daniel Neil Junhaeng Lee T. Delbruck Shih-Chii Liu 111 66 0 16 Dec 2016
Understanding the Impact of Precision Quantization on the Accuracy and Energy of Neural Networks S. Hashemi Nicholas Anthony Hokchhay Tann R. I. Bahar Sherief Reda MQ HAI 69 119 0 12 Dec 2016
Towards the Limit of Network Quantization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 105 195 0 05 Dec 2016
Trained Ternary Quantization Chenzhuo Zhu Song Han Huizi Mao W. Dally MQ 205 1,035 0 04 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 117 1,004 0 01 Dec 2016
Training Bit Fully Convolutional Network for Fast Semantic Segmentation He Wen Shuchang Zhou Zhe Liang Yuxiang Zhang Dieqiao Feng Xinyu Zhou Cong Yao MQ SSeg 85 10 0 01 Dec 2016
Effective Quantization Methods for Recurrent Neural Networks Qinyao He He Wen Shuchang Zhou Yuxin Wu Cong Yao Xinyu Zhou Yuheng Zou MQ 94 76 0 30 Nov 2016
Deep Cuboid Detection: Beyond 2D Bounding Boxes Debidatta Dwibedi Tomasz Malisiewicz Vijay Badrinarayanan Andrew Rabinovich 67 18 0 30 Nov 2016
Deep Feature Flow for Video Recognition Xizhou Zhu Yuwen Xiong Jifeng Dai Lu Yuan Yichen Wei 165 601 0 23 Nov 2016
Multigrid Neural Architectures Tsung-Wei Ke Michael Maire Stella X. Yu 81 10 0 23 Nov 2016
Deep Tensor Convolution on Multicores David Budden A. Matveev Shibani Santurkar S. Chaudhuri Nir Shavit 96 39 0 20 Nov 2016
Efficient Stochastic Inference of Bitwise Deep Neural Networks Sebastian Vogel Christoph Schorn A. Guntoro G. Ascheid BDL MQ 52 7 0 20 Nov 2016
LCNN: Lookup-based Convolutional Neural Network Hessam Bagherinezhad Mohammad Rastegari Ali Farhadi 96 90 0 20 Nov 2016