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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 / 1,765 papers shown

Title
Deep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations Liangzhen Lai Naveen Suda Vikas Chandra MQ 113 88 0 08 Mar 2017
NoScope: Optimizing Neural Network Queries over Video at Scale Daniel Kang John Emmons Firas Abuzaid Peter Bailis Matei A. Zaharia 184 226 0 07 Mar 2017
Generative Compression Shibani Santurkar David Budden Nir Shavit VGen DiffM GAN 168 196 0 04 Mar 2017
Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources Adrian Bulat Georgios Tzimiropoulos CVBM 3DV 184 193 0 02 Mar 2017
Deep Forest Zhi Zhou Ji Feng 214 1,052 0 28 Feb 2017
ShaResNet: reducing residual network parameter number by sharing weights Alexandre Boulch 141 26 0 28 Feb 2017
Low-Precision Batch-Normalized Activations Benjamin Graham MQ 95 9 0 27 Feb 2017
Adaptive Neural Networks for Efficient InferenceInternational Conference on Machine Learning (ICML), 2017 Tolga Bolukbasi Joseph Wang O. Dekel Venkatesh Saligrama 179 384 0 25 Feb 2017
RNN Decoding of Linear Block Codes Eliya Nachmani Elad Marciano D. Burshtein Yair Be’ery AI4CE 213 92 0 24 Feb 2017
The Power of Sparsity in Convolutional Neural Networks Soravit Changpinyo Mark Sandler A. Zhmoginov 139 135 0 21 Feb 2017
A GPU-Outperforming FPGA Accelerator Architecture for Binary Convolutional Neural NetworksSymposium on Field Programmable Gate Arrays (FPGA), 2017 Yixing Li Zichuan Liu Kai Xu Hao Yu Fengbo Ren MQ 39 38 0 20 Feb 2017
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision WeightsInternational Conference on Learning Representations (ICLR), 2017 Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 568 1,095 0 10 Feb 2017
Energy Saving Additive Neural Network Arman Afrasiyabi Ozan Yildiz Baris Nasir Fatoş T. Yarman Vural A. Enis Cetin 81 2 0 09 Feb 2017
Deep Learning with Low Precision by Half-wave Gaussian QuantizationComputer Vision and Pattern Recognition (CVPR), 2017 Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 261 527 0 03 Feb 2017
CNN as Guided Multi-layer RECOS Transform C.-C. Jay Kuo 34 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 183 58 0 12 Jan 2017
Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision SynapsesAsia and South Pacific Design Automation Conference (ASP-DAC), 2017 Yandan Wang W. Wen Linghao Song Hai Helen Li 55 19 0 07 Jan 2017
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices Wenjia Meng Zonghua Gu Ming Zhang Zhaohui Wu 163 36 0 02 Jan 2017
Hardware for Machine Learning: Challenges and OpportunitiesIEEE Custom Integrated Circuits Conference (CICC), 2016 Vivienne Sze Yu-hsin Chen Joel S. Einer Amr Suleiman Zhengdong Zhang 192 79 0 22 Dec 2016
Wide-Slice Residual Networks for Food RecognitionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2016 N. Martinel G. Foresti C. Micheloni 171 211 0 20 Dec 2016
Quantization and Training of Low Bit-Width Convolutional Neural Networks for Object DetectionJournal of Computational Mathematics (JCM), 2016 Penghang Yin Shuai Zhang Y. Qi Jack Xin MQ 260 43 0 19 Dec 2016
Delta Networks for Optimized Recurrent Network ComputationInternational Conference on Machine Learning (ICML), 2016 Daniel Neil Junhaeng Lee T. Delbruck Shih-Chii Liu 168 69 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 121 125 0 12 Dec 2016
Towards the Limit of Network Quantization Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 180 206 0 05 Dec 2016
Trained Ternary Quantization Chenzhuo Zhu Song Han Huizi Mao W. Dally MQ 280 1,058 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 162 1,054 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 118 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 144 79 0 30 Nov 2016
Deep Cuboid Detection: Beyond 2D Bounding Boxes Debidatta Dwibedi Tomasz Malisiewicz Vijay Badrinarayanan Andrew Rabinovich 79 19 0 30 Nov 2016
Deep Feature Flow for Video Recognition Xizhou Zhu Yuwen Xiong Jifeng Dai Lu Yuan Yichen Wei 250 614 0 23 Nov 2016
Multigrid Neural Architectures Tsung-Wei Ke Michael Maire Stella X. Yu 99 10 0 23 Nov 2016
Deep Tensor Convolution on Multicores David Budden A. Matveev Shibani Santurkar S. Chaudhuri Nir Shavit 108 39 0 20 Nov 2016
Efficient Stochastic Inference of Bitwise Deep Neural Networks Sebastian Vogel Christoph Schorn A. Guntoro G. Ascheid BDL MQ 63 7 0 20 Nov 2016
LCNN: Lookup-based Convolutional Neural Network Hessam Bagherinezhad Mohammad Rastegari Ali Farhadi 144 92 0 20 Nov 2016
Fast Video Classification via Adaptive Cascading of Deep Models Haichen Shen Seungyeop Han Matthai Philipose Arvind Krishnamurthy 100 81 0 20 Nov 2016
Quantized neural network design under weight capacity constraint Sungho Shin Kyuyeon Hwang Wonyong Sung MQ 76 2 0 19 Nov 2016
The ZipML Framework for Training Models with End-to-End Low Precision: The Cans, the Cannots, and a Little Bit of Deep Learning Hantian Zhang Jerry Li Kaan Kara Dan Alistarh Ji Liu Ce Zhang MQ 142 20 0 16 Nov 2016
Designing Energy-Efficient Convolutional Neural Networks using Energy-Aware Pruning Tien-Ju Yang Yu-hsin Chen Vivienne Sze 3DV 277 764 0 16 Nov 2016
Hand Gesture Recognition for Contactless Device Control in Operating Rooms E. Nasr-Esfahani N. Karimi S. M. Reza Soroushmehr Mohammad Jafari M. A. Khorsandi S. Samavi Kayvan Najarian 57 15 0 13 Nov 2016
Computationally Efficient Target Classification in Multispectral Image Data with Deep Neural Networks Lukas Cavigelli Dominic Bernath Michele Magno Luca Benini 117 21 0 09 Nov 2016
Fixed-point Factorized Networks Peisong Wang Jian Cheng MQ 149 43 0 07 Nov 2016
Loss-aware Binarization of Deep Networks Lu Hou Quanming Yao James T. Kwok MQ 416 221 0 05 Nov 2016
Accelerating Deep Convolutional Networks using low-precision and sparsity Ganesh Venkatesh Eriko Nurvitadhi Debbie Marr 154 135 0 02 Oct 2016
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations Itay Hubara Matthieu Courbariaux Daniel Soudry Ran El-Yaniv Yoshua Bengio MQ 338 1,978 0 22 Sep 2016
Ternary Neural Networks for Resource-Efficient AI Applications Hande Alemdar V. Leroy Adrien Prost-Boucle F. Pétrot 152 211 0 01 Sep 2016
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 420 3,869 0 31 Aug 2016
Recurrent Neural Networks With Limited Numerical Precision Joachim Ott Zhouhan Lin Yanzhe Zhang Shih-Chii Liu Yoshua Bengio MQ 179 78 0 24 Aug 2016
Local Binary Convolutional Neural NetworksComputer Vision and Pattern Recognition (CVPR), 2016 Felix Juefei Xu Vishnu Boddeti Marios Savvides MQ 169 266 0 22 Aug 2016
Local Feature Detectors, Descriptors, and Image Representations: A Survey Yusuke Uchida 179 15 0 28 Jul 2016
DeepBinaryMask: Learning a Binary Mask for Video Compressive Sensing Michael Iliadis L. Spinoulas Aggelos K. Katsaggelos 111 77 0 12 Jul 2016