Training Competitive Binary Neural Networks from Scratch

ImageNet: A Large-Scale Hierarchical Image Database

J. Deng, W. Dong, R. Socher, L.-J. Li, K. Li, and L. Fei-Fei · 2009

Earlier work this paper cites.

Understanding the difficulty of training deep feedforward neural networks

X. Glorot and Y. Bengio · 2010

Earlier work this paper cites.

MNIST handwritten digit database

Y. LeCun and C. Cortes · 2010

Earlier work this paper cites.

Neural Networks for Machine Learning, Coursera

G. Hinton · 2012

Earlier work this paper cites.

Adam: A method for stochastic optimization

Original

D. P. Kingma and J. Ba · 2014

Earlier work this paper cites.

Cifar-10 (canadian institute for advanced research), 2014

A. Krizhevsky, V. Nair, and G. Hinton · 2014

Earlier work this paper cites.

Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

S. Han, H. Mao, and W. J. Dally · 2015

Earlier work this paper cites.

Batch normalization: Accelerating deep network training by reducing internal covariate shift

S. Ioffe and C. Szegedy · 2015

Earlier work this paper cites.

Deep residual learning for image recognition

K. He, X. Zhang, S. Ren, and J. Sun · 2016

Cited alongside, same era.

Binarized neural networks

I. Hubara, M. Courbariaux, D. Soudry, R. El-Yaniv, and Y. Bengio · 2016

Cited alongside, same era.

SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size

F. N. Iandola, S. Han, M. W. Moskewicz, K. Ashraf, W. J. Dally, and K. Keutzer · 2016

Cited alongside, same era.

Xnor-net: Imagenet classification using binary convolutional neural networks

M. Rastegari, V. Ordonez, J. Redmon, and A. Farhadi · 2016

Cited alongside, same era.

DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients

S. Zhou, Y. Wu, Z. Ni, X. Zhou, H. Wen, and Y. Zou · 2016

Cited alongside, same era.

MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

A. G. Howard, M. Zhu, B. Chen, D. Kalenichenko, W. Wang, T. Weyand, M. Andreetto, and H. Adam · 2017

Towards accurate binary convolutional neural network

X. Lin, C. Zhao, and W. Pan · 2017

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Bmxnet: An open-source binary neural network implementation based on mxnet

H. Yang, M. Fritzsche, C. Bartz, and C. Meinel · 2017

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ShuffleNet: An Extremely Efficient Convolutional Neural Network for Mobile Devices

X. Zhang, X. Zhou, M. Lin, and J. Sun · 2017

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Adaptive Quantization for Deep Neural Network

Y. Zhou, S.-M. Moosavi-Dezfooli, N.-M. Cheung, and P. Frossard · 2017

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Bi-real net: Enhancing the performance of 1-bit cnns with improved representational capability and advanced training algorithm

Z. Liu, B. Wu, W. Luo, X. Yang, W. Liu, and K.-T. Cheng · 2018

Closest in time.

Tbn: Convolutional neural network with ternary inputs and binary weights