Using Algorithmic Transformations and Sensitivity Analysis to Unleash Approximations in CNNs at the Edge
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DOI: 10.3390/mi13071143
Abstract: Previous studies have demonstrated that, up to a certain degree, Convolutional Neural Networks (CNNs) can tolerate arithmetic approximations. Nonetheless, perturbations must be applied judiciously, to constrain their impact on accuracy. This is a challenging task,… read more here.
Keywords: sensitivity; sensitivity analysis; using algorithmic; transformations sensitivity ... See more keywords