Towards acceleration of deep convolutional neural networks using stochastic computing

Ao Ren
Ao Ren
Caiwen Ding
Caiwen Ding

ASP-DAC, pp. 115-120, 2017.

Cited by: 32|Views27
EI

Abstract:

In recent years, Deep Convolutional Neural Network (DCNN) has become the dominant approach for almost all recognition and detection tasks and outperformed humans on certain tasks. Nevertheless, the high power consumptions and complex topologies have hindered the widespread deployment of DCNNs, particularly in wearable devices and embedded...More

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