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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
Focus: Querying Large Video Datasets with Low Latency and Low Cost Kevin Hsieh Ganesh Ananthanarayanan P. Bodík P. Bahl Matthai Philipose Phillip B. Gibbons O. Mutlu 98 280 0 10 Jan 2018
Learning a Wavelet-like Auto-Encoder to Accelerate Deep Neural Networks Tianshui Chen Liang Lin W. Zuo Xiaonan Luo Lei Zhang 75 56 0 20 Dec 2017
DeepPicar: A Low-cost Deep Neural Network-based Autonomous Car Michael Bechtel Elise McEllhiney Minje Kim H. Yun 106 103 0 19 Dec 2017
clcNet: Improving the Efficiency of Convolutional Neural Network using Channel Local Convolutions Dong-Qing Zhang 60 10 0 17 Dec 2017
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 369 3,163 0 15 Dec 2017
Learning Binary Residual Representations for Domain-specific Video Streaming Yi-Hsuan Tsai Ming-Yuan Liu Deqing Sun Ming-Hsuan Yang Jan Kautz 72 35 0 14 Dec 2017
An Enhanced Hybrid MobileNet Hong-Yen Chen Chung-Yen Su 37 74 0 13 Dec 2017
StrassenNets: Deep Learning with a Multiplication Budget Michael Tschannen Aran Khanna Anima Anandkumar 80 30 0 11 Dec 2017
High performance ultra-low-precision convolutions on mobile devices Andrew Tulloch Yangqing Jia HAI MQ 64 28 0 06 Dec 2017
Automated Pruning for Deep Neural Network Compression Franco Manessi A. Rozza Simone Bianco Paolo Napoletano Raimondo Schettini 94 57 0 05 Dec 2017
Bit Fusion: Bit-Level Dynamically Composable Architecture for Accelerating Deep Neural Networks Hardik Sharma Jongse Park Naveen Suda Liangzhen Lai Benson Chau Joo-Young Kim Vikas Chandra H. Esmaeilzadeh MQ 93 494 0 05 Dec 2017
Structured Deep Neural Network Pruning via Matrix Pivoting Ranko Sredojevic Shaoyi Cheng Lazar Supic R. Naous Vladimir M. Stojanović 72 7 0 01 Dec 2017
Towards Accurate Binary Convolutional Neural Network Xiaofan Lin Cong Zhao Wei Pan MQ 130 650 0 30 Nov 2017
Modeling Information Flow Through Deep Neural Networks Ahmad Chaddad Behnaz Naisiri M. Pedersoli Eric Granger Christian Desrosiers Matthew Toews 32 5 0 29 Nov 2017
WSNet: Compact and Efficient Networks Through Weight Sampling Xiaojie Jin Yingzhen Yang N. Xu Jianchao Yang Nebojsa Jojic Jiashi Feng Shuicheng Yan 60 2 0 28 Nov 2017
An Introduction to Deep Visual Explanation H. Babiker Randy Goebel FAtt AAML 66 19 0 26 Nov 2017
CondenseNet: An Efficient DenseNet using Learned Group Convolutions Gao Huang Shichen Liu Laurens van der Maaten Kilian Q. Weinberger 150 800 0 25 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 67 85 0 23 Nov 2017
Deep Expander Networks: Efficient Deep Networks from Graph Theory Ameya Prabhu G. Varma A. Namboodiri GNN 142 72 0 23 Nov 2017
BlockDrop: Dynamic Inference Paths in Residual Networks Zuxuan Wu Tushar Nagarajan Abhishek Kumar Steven J. Rennie L. Davis Kristen Grauman Rogerio Feris 128 471 0 22 Nov 2017
Shift: A Zero FLOP, Zero Parameter Alternative to Spatial Convolutions Bichen Wu Alvin Wan Xiangyu Yue Peter H. Jin Sicheng Zhao Noah Golmant A. Gholaminejad Joseph E. Gonzalez Kurt Keutzer 3DPC 123 365 0 22 Nov 2017
Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity? Manuele Rusci Lukas Cavigelli Luca Benini MQ 65 20 0 21 Nov 2017
SquishedNets: Squishing SqueezeNet further for edge device scenarios via deep evolutionary synthesis M. Shafiee Francis Li Brendan Chwyl A. Wong 71 26 0 20 Nov 2017
Beyond Sparsity: Tree Regularization of Deep Models for Interpretability Mike Wu M. C. Hughes S. Parbhoo Maurizio Zazzi Volker Roth Finale Doshi-Velez AI4CE 160 284 0 16 Nov 2017
NISP: Pruning Networks using Neuron Importance Score Propagation Ruichi Yu Ang Li Chun-Fu Chen Jui-Hsin Lai Vlad I. Morariu Xintong Han M. Gao Ching-Yung Lin L. Davis 87 802 0 16 Nov 2017
Apprentice: Using Knowledge Distillation Techniques To Improve Low-Precision Network Accuracy Asit K. Mishra Debbie Marr FedML 105 333 0 15 Nov 2017
PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning Arun Mallya Svetlana Lazebnik CLL 192 1,312 0 15 Nov 2017
ADaPTION: Toolbox and Benchmark for Training Convolutional Neural Networks with Reduced Numerical Precision Weights and Activation Moritz B. Milde Daniel Neil Alessandro Aimar T. Delbruck Giacomo Indiveri MQ 83 10 0 13 Nov 2017
Quantized Memory-Augmented Neural Networks Seongsik Park Seijoon Kim Seil Lee Ho Bae Sungroh Yoon MQ 55 16 0 10 Nov 2017
Block-Sparse Recurrent Neural Networks Sharan Narang Eric Undersander G. Diamos 69 139 0 08 Nov 2017
Flexpoint: An Adaptive Numerical Format for Efficient Training of Deep Neural Networks Urs Koster T. Webb Xin Eric Wang Marcel Nassar Arjun K. Bansal ... Luke Hornof A. Khosrowshahi Carey Kloss Ruby J. Pai N. Rao MQ 66 262 0 06 Nov 2017
Neural Speed Reading via Skim-RNN Minjoon Seo Sewon Min Ali Farhadi Hannaneh Hajishirzi 113 79 0 06 Nov 2017
ReBNet: Residual Binarized Neural Network M. Ghasemzadeh Mohammad Samragh F. Koushanfar MQ 60 4 0 03 Nov 2017
Attacking Binarized Neural Networks A. Galloway Graham W. Taylor M. Moussa MQ AAML 100 106 0 01 Nov 2017
Efficient Inferencing of Compressed Deep Neural Networks Dharma Teja Vooturi Saurabh Goyal Anamitra R. Choudhury Yogish Sabharwal Ashish Verma 49 6 0 01 Nov 2017
Towards Effective Low-bitwidth Convolutional Neural Networks Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 135 234 0 01 Nov 2017
Deep Learning as a Mixed Convex-Combinatorial Optimization Problem A. Friesen Pedro M. Domingos 57 20 0 31 Oct 2017
Revisit Fuzzy Neural Network: Demystifying Batch Normalization and ReLU with Generalized Hamming Network Lixin Fan 73 26 0 27 Oct 2017
A Survey of Model Compression and Acceleration for Deep Neural Networks Yu Cheng Duo Wang Pan Zhou Zhang Tao 207 1,102 0 23 Oct 2017
BENCHIP: Benchmarking Intelligence Processors Jinhua Tao Zidong Du Qi Guo Huiying Lan Lei Zhang ... Allen Rush Willian Chen Shaoli Liu Yunji Chen Tianshi Chen 78 36 0 23 Oct 2017
Learning Discrete Weights Using the Local Reparameterization Trick Oran Shayer Dan Levi Ethan Fetaya 100 88 0 21 Oct 2017
Data-Free Knowledge Distillation for Deep Neural Networks Raphael Gontijo-Lopes Stefano Fenu Thad Starner 107 273 0 19 Oct 2017
TensorQuant - A Simulation Toolbox for Deep Neural Network Quantization D. Loroch Norbert Wehn Franz-Josef Pfreundt J. Keuper MQ 67 23 0 13 Oct 2017
Mixed Precision Training Paulius Micikevicius Sharan Narang Jonah Alben G. Diamos Erich Elsen ... Boris Ginsburg Michael Houston Oleksii Kuchaiev Ganesh Venkatesh Hao Wu 217 1,816 0 10 Oct 2017
Keynote: Small Neural Nets Are Beautiful: Enabling Embedded Systems with Small Deep-Neural-Network Architectures F. Iandola Kurt Keutzer 77 37 0 07 Oct 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 217 1,289 0 05 Oct 2017
Machine Learning Models that Remember Too Much Congzheng Song Thomas Ristenpart Vitaly Shmatikov VLM 84 522 0 22 Sep 2017
Structured Probabilistic Pruning for Convolutional Neural Network Acceleration Huan Wang Qiming Zhang Yuehai Wang Roland Hu 117 11 0 20 Sep 2017
Embedding Deep Networks into Visual Explanations Chen Ma Saeed Khorram Fuxin Li 52 27 0 15 Sep 2017
Recursive Binary Neural Network Learning Model with 2.28b/Weight Storage Requirement Tianchan Guan Xiaoyang Zeng Mingoo Seok MQ 42 6 0 15 Sep 2017