most citedImage quality assessment for determining efficacy and limitations of Super-Resolution Convolutional Neural Network (SRCNN)

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cs.DC2018★ 18 cited

MXNET-MPI: Embedding MPI parallelism in Parameter Server Task Model for scaling Deep Learning

Amith R Mamidala, Georgios Kollias, Chris Ward +1

Existing Deep Learning frameworks exclusively use either Parameter Server(PS) approach or MPI parallelism. In this paper, we discuss the drawbacks of such approaches and propose a…