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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
Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency AnalysisACM Computing Surveys (CSUR), 2018 Tal Ben-Nun Torsten Hoefler GNN 192 748 0 26 Feb 2018
PBGen: Partial Binarization of Deconvolution-Based Generators for Edge IntelligenceIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2018 Jinglan Liu Jiaxin Zhang Yukun Ding Xiaowei Xu Meng Jiang Yiyu Shi 147 5 0 26 Feb 2018
Loss-aware Weight Quantization of Deep Networks Lu Hou James T. Kwok MQ 188 134 0 23 Feb 2018
Training wide residual networks for deployment using a single bit for each weight Mark D Mcdonnell MQ 132 72 0 23 Feb 2018
Recurrent Binary Embedding for GPU-Enabled Exhaustive Retrieval from Billion-Scale Semantic Vectors Ying Shan Jian Jiao Jiehan Zhu J. C. Mao 99 14 0 18 Feb 2018
Efficient Sparse-Winograd Convolutional Neural Networks Xingyu Liu Jeff Pool Song Han W. Dally 78 123 0 18 Feb 2018
Towards Principled Design of Deep Convolutional Networks: Introducing SimpNet S. H. HasanPour Mohammad Rouhani Mohsen Fayyaz Mohammad Sabokrou Ehsan Adeli 135 45 0 17 Feb 2018
Model compression via distillation and quantization A. Polino Razvan Pascanu Dan Alistarh MQ 217 785 0 15 Feb 2018
Paraphrasing Complex Network: Network Compression via Factor Transfer Jangho Kim Seonguk Park Nojun Kwak 194 605 0 14 Feb 2018
Compressive Sensing Using Iterative Hard Thresholding with Low Precision Data Representation: Theory and Applications Nezihe Merve Gürel Kaan Kara A. Stojanov T. Smith Thomas Lemmin Dan Alistarh Markus Püschel Ce Zhang 86 2 0 14 Feb 2018
Training and Inference with Integers in Deep Neural Networks Shuang Wu Guoqi Li F. Chen Luping Shi MQ 156 403 0 13 Feb 2018
TVM: An Automated End-to-End Optimizing Compiler for Deep Learning Tianqi Chen T. Moreau Ziheng Jiang Lianmin Zheng Eddie Q. Yan ... Leyuan Wang Yuwei Hu Luis Ceze Carlos Guestrin Arvind Krishnamurthy 350 367 0 12 Feb 2018
On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks Yukun Ding Jinglan Liu Jinjun Xiong Yiyu Shi MQ 176 23 0 10 Feb 2018
AMC: AutoML for Model Compression and Acceleration on Mobile Devices Yihui He Ji Lin Zhijian Liu Hanrui Wang Li Li Song Han 325 1,407 0 10 Feb 2018
From Hashing to CNNs: Training BinaryWeight Networks via Hashing Qinghao Hu Peisong Wang Jian Cheng MQ 144 99 0 08 Feb 2018
Effective Quantization Approaches for Recurrent Neural Networks Md. Zahangir Alom A. Moody N. Maruyama B. Van Essen T. Taha MQ 122 37 0 07 Feb 2018
Universal Deep Neural Network Compression Yoojin Choi Mostafa El-Khamy Jungwon Lee MQ 194 90 0 07 Feb 2018
Musical Chair: Efficient Real-Time Recognition Using Collaborative IoT Devices Ramyad Hadidi Jiashen Cao M. Woodward Michael S. Ryoo Hyesoon Kim 136 36 0 05 Feb 2018
Recent Advances in Efficient Computation of Deep Convolutional Neural Networks Jian Cheng Peisong Wang Gang Li Qinghao Hu Hanqing Lu 80 3 0 03 Feb 2018
Mixed Precision Training of Convolutional Neural Networks using Integer Operations Dipankar Das Naveen Mellempudi Dheevatsa Mudigere Dhiraj D. Kalamkar Sasikanth Avancha ... J. Corbal N. Shustrov R. Dubtsov Evarist Fomenko V. Pirogov MQ 157 162 0 03 Feb 2018
Build a Compact Binary Neural Network through Bit-level Sensitivity and Data Pruning Yixing Li Fengbo Ren MQ 96 12 0 03 Feb 2018
Intriguing Properties of Randomly Weighted Networks: Generalizing While Learning Next to Nothing Amir Rosenfeld John K. Tsotsos MLT 120 53 0 02 Feb 2018
Adaptive Memory Networks Daniel Li Asim Kadav 81 5 0 01 Feb 2018
Alternating Multi-bit Quantization for Recurrent Neural Networks Chen Xu Jianqiang Yao Zhouchen Lin Wenwu Ou Yuanbin Cao Zhirong Wang H. Zha MQ 201 121 0 01 Feb 2018
From BoW to CNN: Two Decades of Texture Representation for Texture Classification Tianpeng Liu Jie Chen Paul Fieguth Guoying Zhao Rama Chellappa M. Pietikäinen 3DV 180 346 0 31 Jan 2018
On Psychoacoustically Weighted Cost Functions Towards Resource-Efficient Deep Neural Networks for Speech Denoising Kai Zhen Aswin Sivaraman Jongmo Sung Minje Kim 66 7 0 29 Jan 2018
TernaryNet: Faster Deep Model Inference without GPUs for Medical 3D Segmentation using Sparse and Binary Convolutions M. Heinrich Maximilian Blendowski Ozan Oktay MedIm 92 41 0 29 Jan 2018
Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks Jason Kuen Xiangfei Kong Zhe Lin G. Wang Jianxiong Yin Simon See Yap-Peng Tan BDL 106 26 0 29 Jan 2018
Learning to Prune Filters in Convolutional Neural Networks Qiangui Huang S. Kevin Zhou Suya You Ulrich Neumann VLM 123 182 0 23 Jan 2018
EffNet: An Efficient Structure for Convolutional Neural Networks Ido Freeman L. Roese-Koerner A. Kummert 154 104 0 19 Jan 2018
BinaryRelax: A Relaxation Approach For Training Deep Neural Networks With Quantized Weights Penghang Yin Shuai Zhang J. Lyu Stanley Osher Y. Qi Jack Xin MQ 193 83 0 19 Jan 2018
In-network Neural Networks G. Siracusano R. Bifulco MoE 87 54 0 17 Jan 2018
Rank Selection of CP-decomposed Convolutional Layers with Variational Bayesian Matrix Factorization Marcella Astrid Seung-Ik Lee Beom-Su Seo BDL 40 15 0 16 Jan 2018
Not All Ops Are Created Equal! Liangzhen Lai Naveen Suda Vikas Chandra 97 25 0 12 Jan 2018
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 136 286 0 10 Jan 2018
Learning a Wavelet-like Auto-Encoder to Accelerate Deep Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2017 Tianshui Chen Liang Lin W. Zuo Xiaonan Luo Lei Zhang 103 57 0 20 Dec 2017
DeepPicar: A Low-cost Deep Neural Network-based Autonomous CarIEEE International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), 2017 Michael Bechtel Elise McEllhiney Minje Kim H. Yun 236 110 0 19 Dec 2017
clcNet: Improving the Efficiency of Convolutional Neural Network using Channel Local Convolutions Dong-Qing Zhang 140 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 519 3,569 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 91 35 0 14 Dec 2017
An Enhanced Hybrid MobileNet Hong-Yen Chen Chung-Yen Su 71 79 0 13 Dec 2017
StrassenNets: Deep Learning with a Multiplication Budget Michael Tschannen Aran Khanna Anima Anandkumar 165 30 0 11 Dec 2017
High performance ultra-low-precision convolutions on mobile devices Andrew Tulloch Yangqing Jia HAI MQ 92 28 0 06 Dec 2017
Automated Pruning for Deep Neural Network Compression Franco Manessi A. Rozza Luigi Celona Paolo Napoletano Raimondo Schettini 135 59 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 157 525 0 05 Dec 2017
Structured Deep Neural Network Pruning via Matrix Pivoting Ranko Sredojevic Shaoyi Cheng Lazar Supic R. Naous Vladimir M. Stojanović 80 8 0 01 Dec 2017
Towards Accurate Binary Convolutional Neural Network Xiaofan Lin Cong Zhao Wei Pan MQ 154 665 0 30 Nov 2017
Modeling Information Flow Through Deep Neural Networks Ahmad Chaddad Behnaz Naisiri M. Pedersoli Eric Granger Christian Desrosiers Matthew Toews 41 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 78 2 0 28 Nov 2017
An Introduction to Deep Visual Explanation H. Babiker Randy Goebel FAtt AAML 97 19 0 26 Nov 2017