Dual Precision Deep Neural Network

Code

• github.com/ParkJHyun/DualPrecisionDeepNeuralNetworks
  tf★ 2

Abstract

On-line Precision scalability of the deep neural networks(DNNs) is a critical feature to support accuracy and complexity trade-off during the DNN inference. In this paper, we propose dual-precision DNN that includes two different precision modes in a single model, thereby supporting an on-line precision switch without re-training. The proposed two-phase training process optimizes both low- and high-precision modes.

Reproductions