Accuracy to Throughput Trade-offs for Reduced Precision Neural Networks
on Reconfigurable Logic

Accuracy to Throughput Trade-offs for Reduced Precision Neural Networks on Reconfigurable Logic

17 July 2018

Nicholas J. Fraser

Giulio Gambardella

Gianluca Durelli

David B. Thomas

Philip H. W. Leong

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Papers citing "Accuracy to Throughput Trade-offs for Reduced Precision Neural Networks on Reconfigurable Logic"

13 / 13 papers shown

Title
Deep Learning with Low Precision by Half-wave Gaussian Quantization Zhaowei Cai Xiaodong He Jian Sun Nuno Vasconcelos MQ 138 505 0 03 Feb 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 67 57 0 12 Jan 2017
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 101 996 0 01 Dec 2016
DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients Shuchang Zhou Yuxin Wu Zekun Ni Xinyu Zhou He Wen Yuheng Zou MQ 129 2,090 0 20 Jun 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 175 4,369 0 16 Mar 2016
Quantized Convolutional Neural Networks for Mobile Devices Jiaxiang Wu Cong Leng Yuhang Wang Qinghao Hu Jian Cheng MQ 101 1,167 0 21 Dec 2015
Resiliency of Deep Neural Networks under Quantization Wonyong Sung Sungho Shin Kyuyeon Hwang MQ 62 158 0 20 Nov 2015
Compressing Neural Networks with the Hashing Trick Wenlin Chen James T. Wilson Stephen Tyree Kilian Q. Weinberger Yixin Chen 165 1,191 0 19 Apr 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 367 19,733 0 09 Mar 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,312 0 22 Dec 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,508 0 04 Sep 2014
Predicting Parameters in Deep Learning Misha Denil B. Shakibi Laurent Dinh MarcÁurelio Ranzato Nando de Freitas OOD 211 1,321 0 03 Jun 2013
High-Performance Neural Networks for Visual Object Classification D. Ciresan U. Meier Jonathan Masci L. Gambardella Jürgen Schmidhuber BDL 3DH 99 316 0 01 Feb 2011