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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"

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Title
RRAM based neuromorphic algorithms Roshan Gopalakrishnan 29 2 0 12 Jan 2019
Quantized Epoch-SGD for Communication-Efficient Distributed Learning Shen-Yi Zhao Hao Gao Wu-Jun Li FedML 78 3 0 10 Jan 2019
Collaborative Execution of Deep Neural Networks on Internet of Things Devices Ramyad Hadidi Jiashen Cao Michael S. Ryoo Hyesoon Kim 55 19 0 08 Jan 2019
DSConv: Efficient Convolution Operator Marcelo Gennari Roger Fawcett V. Prisacariu MQ 59 68 0 07 Jan 2019
Dataflow-based Joint Quantization of Weights and Activations for Deep Neural Networks Xue Geng Jie Fu Bin Zhao Jie Lin M. Aly C. Pal V. Chandrasekhar MQ 45 6 0 04 Jan 2019
FPGA-based Accelerators of Deep Learning Networks for Learning and Classification: A Review Ahmad Shawahna S. M. Sait A. El-Maleh 85 380 0 01 Jan 2019
Regularized Binary Network Training Sajad Darabi Mouloud Belbahri Matthieu Courbariaux V. Nia MQ 67 32 0 31 Dec 2018
Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm Charbel Sakr Naresh R Shanbhag MQ 89 43 0 31 Dec 2018
ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian Xinyu Lin Yanzhi Wang MQ 113 161 0 31 Dec 2018
Quantized Guided Pruning for Efficient Hardware Implementations of Convolutional Neural Networks G. B. Hacene Vincent Gripon M. Arzel Nicolas Farrugia Yoshua Bengio MQ 58 14 0 29 Dec 2018
Studying the Plasticity in Deep Convolutional Neural Networks using Random Pruning Deepak Mittal S. Bhardwaj Mitesh M. Khapra Balaraman Ravindran 3DPC 103 32 0 26 Dec 2018
Precision Highway for Ultra Low-Precision Quantization Eunhyeok Park Dongyoung Kim S. Yoo Peter Vajda MQ AI4TS 163 12 0 24 Dec 2018
Fast Adjustable Threshold For Uniform Neural Network Quantization (Winning solution of LPIRC-II) A. Goncharenko Andrey Denisov S. Alyamkin Evgeny Terentev MQ 71 20 0 19 Dec 2018
Entropy-Constrained Training of Deep Neural Networks Simon Wiedemann Arturo Marbán K. Müller Wojciech Samek 84 29 0 18 Dec 2018
Learning Student Networks via Feature Embedding Hanting Chen Yunhe Wang Chang Xu Chao Xu Dacheng Tao 87 96 0 17 Dec 2018
Efficient Super Resolution Using Binarized Neural Network Yinglan Ma Hongyu Xiong Zhe Hu Lizhuang Ma MQ SupR 55 74 0 16 Dec 2018
A Low Effort Approach to Structured CNN Design Using PCA Isha Garg Priyadarshini Panda Kaushik Roy 79 62 0 15 Dec 2018
Exploiting Kernel Sparsity and Entropy for Interpretable CNN Compression Yuchao Li Shaohui Lin Baochang Zhang Jianzhuang Liu David Doermann Yongjian Wu Feiyue Huang Rongrong Ji 89 131 0 11 Dec 2018
Proximal Mean-field for Neural Network Quantization Thalaiyasingam Ajanthan P. Dokania Leonid Sigal Philip Torr MQ 89 20 0 11 Dec 2018
A Main/Subsidiary Network Framework for Simplifying Binary Neural Network Yinghao Xu Xin Dong Yudian Li Hao Su 63 28 0 11 Dec 2018
Accelerating Convolutional Neural Networks via Activation Map Compression Georgios Georgiadis 97 76 0 10 Dec 2018
Reliable Identification of Redundant Kernels for Convolutional Neural Network Compression Wei Wang Liqiang Zhu CVBM 66 14 0 10 Dec 2018
Binary Input Layer: Training of CNN models with binary input data Robert Durichen Thomas Rocznik Oliver Renz Christian Peters MQ 37 7 0 09 Dec 2018
Trained Rank Pruning for Efficient Deep Neural Networks Yuhui Xu Yuxi Li Shuai Zhang W. Wen Botao Wang Y. Qi Yiran Chen Weiyao Lin H. Xiong AAML 112 42 0 06 Dec 2018
DNQ: Dynamic Network Quantization Yuhui Xu Shuai Zhang Y. Qi Jiaxian Guo Weiyao Lin H. Xiong MQ 58 6 0 06 Dec 2018
Efficient and Robust Machine Learning for Real-World Systems Franz Pernkopf Wolfgang Roth Matthias Zöhrer Lukas Pfeifenberger Günther Schindler Holger Froening Sebastian Tschiatschek Robert Peharz Matthew Mattina Zoubin Ghahramani OOD 46 1 0 05 Dec 2018
Training Competitive Binary Neural Networks from Scratch Joseph Bethge Marvin Bornstein Adrian Loy Haojin Yang Christoph Meinel MQ 92 33 0 05 Dec 2018
Making BREAD: Biomimetic strategies for Artificial Intelligence Now and in the Future J. Krichmar William M. Severa Salar M. Khan J. Olds AI4CE 47 21 0 04 Dec 2018
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization Siyuan Qiao Zhe Lin Jianming Zhang Alan Yuille 70 23 0 02 Dec 2018
Accelerate CNN via Recursive Bayesian Pruning Yuefu Zhou Ya Zhang Yanfeng Wang Qi Tian BDL 105 59 0 02 Dec 2018
MDU-Net: Multi-scale Densely Connected U-Net for biomedical image segmentation Jiawei Zhang Yuzhen Jin Jilan Xu Xiaowei Xu Yanchun Zhang SSeg MedIm AI4CE 149 120 0 02 Dec 2018
On Compressing U-net Using Knowledge Distillation K. Mangalam Mathieu Salzamann AI4CE 72 17 0 01 Dec 2018
Mixed Precision Quantization of ConvNets via Differentiable Neural Architecture Search Bichen Wu Yanghan Wang Peizhao Zhang Yuandong Tian Peter Vajda Kurt Keutzer MQ 111 277 0 30 Nov 2018
Projection Convolutional Neural Networks for 1-bit CNNs via Discrete Back Propagation Jiaxin Gu Ce Li Baochang Zhang Jiawei Han Xianbin Cao Jianzhuang Liu David Doermann 3DV 265 88 0 30 Nov 2018
Efficient Semantic Segmentation for Visual Bird's-eye View Interpretation Timo Sämann Karl Amende Stefan Milz Christian Witt Martin Simon Johannes Petzold VLM 77 12 0 29 Nov 2018
Global Second-order Pooling Convolutional Networks Zilin Gao Jiangtao Xie Qilong Wang P. Li 117 337 0 29 Nov 2018
ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network Sachin Mehta Mohammad Rastegari Linda G. Shapiro Hannaneh Hajishirzi VLM 101 405 0 28 Nov 2018
MobiFace: A Lightweight Deep Learning Face Recognition on Mobile Devices C. Duong Kha Gia Quach Ibsa Jalata Nghia T. Nguyen Khoa Luu CVBM 3DH 99 59 0 27 Nov 2018
Efficient non-uniform quantizer for quantized neural network targeting reconfigurable hardware Natan Liss Chaim Baskin A. Mendelson A. Bronstein Raja Giryes MQ 51 5 0 27 Nov 2018
Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE) Jacques Kaiser Hesham Mostafa Emre Neftci 93 23 0 27 Nov 2018
Leveraging Filter Correlations for Deep Model Compression Pravendra Singh Vinay Kumar Verma Piyush Rai Vinay P. Namboodiri 103 65 0 26 Nov 2018
Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications Jongsoo Park Maxim Naumov Protonu Basu Summer Deng Aravind Kalaiah ... Lin Qiao Vijay Rao Nadav Rotem S. Yoo M. Smelyanskiy FedML GNN BDL 107 187 0 24 Nov 2018
On Periodic Functions as Regularizers for Quantization of Neural Networks Maxim Naumov Utku Diril Jongsoo Park Benjamin Ray Jedrzej Jablonski Andrew Tulloch MQ 63 25 0 24 Nov 2018
Joint Neural Architecture Search and Quantization Yukang Chen Gaofeng Meng Qian Zhang Xinbang Zhang Liangchen Song Shiming Xiang Chunhong Pan MQ 87 29 0 23 Nov 2018
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation Bohan Zhuang Chunhua Shen Mingkui Tan Lingqiao Liu Ian Reid MQ 92 154 0 22 Nov 2018
HAQ: Hardware-Aware Automated Quantization with Mixed Precision Kuan-Chieh Wang Zhijian Liu Chengyue Wu Ji Lin Song Han MQ 189 893 0 21 Nov 2018
Synetgy: Algorithm-hardware Co-design for ConvNet Accelerators on Embedded FPGAs Yifan Yang Qijing Huang Bichen Wu Tianjun Zhang Liang Ma ... Michaela Blott Sebastiano Fabio Schifano K. Vissers J. Wawrzynek Kurt Keutzer 122 118 0 21 Nov 2018
Structured Pruning for Efficient ConvNets via Incremental Regularization Huan Wang Qiming Zhang Yuehai Wang Haoji Hu 3DPC 114 45 0 20 Nov 2018
Multi-layer Pruning Framework for Compressing Single Shot MultiBox Detector Pravendra Singh Manikandan Ravikiran Neeraj Matiyali Vinay P. Namboodiri 82 21 0 20 Nov 2018
Stability Based Filter Pruning for Accelerating Deep CNNs Pravendra Singh Vinay Sameer Raja Kadi N. Verma Vinay P. Namboodiri CVBM 76 26 0 20 Nov 2018