BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet

@article{Yang2017BMXNetAO,
  title={BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet},
  author={Haojin Yang and Martin Fritzsche and C. Bartz and C. Meinel},
  journal={Proceedings of the 25th ACM international conference on Multimedia},
  year={2017}
}
  • Haojin Yang, Martin Fritzsche, +1 author C. Meinel
  • Published 2017
  • Computer Science
  • Proceedings of the 25th ACM international conference on Multimedia
  • Binary Neural Networks (BNNs) can drastically reduce memory size and accesses by applying bit-wise operations instead of standard arithmetic operations. Therefore it could significantly improve the efficiency and lower the energy consumption at runtime, which enables the application of state-of-the-art deep learning models on low power devices. BMXNet is an open-source BNN library based on MXNet, which supports both XNOR-Networks and Quantized Neural Networks. The developed BNN layers can be… CONTINUE READING
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    References

    SHOWING 1-6 OF 6 REFERENCES
    Binarized Neural Networks
    • 903
    • Highly Influential
    • PDF
    XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks
    • 1,689
    • Highly Influential
    • PDF
    DoReFa-Net: Training Low Bitwidth Convolutional Neural Networks with Low Bitwidth Gradients
    • 1,009
    • Highly Influential
    • PDF
    Deep Residual Learning for Image Recognition
    • 60,208
    • Highly Influential
    • PDF
    ImageNet: A large-scale hierarchical image database
    • 6,953
    • Highly Influential
    • PDF
    Convolutional networks for images, speech, and time series
    • 3,111
    • Highly Influential
    • PDF