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Asymptotic Soft Filter Pruning for Deep Convolutional Neural Networks

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Published in 2020 at "IEEE Transactions on Cybernetics"

DOI: 10.1109/tcyb.2019.2933477

Abstract: Deeper and wider convolutional neural networks (CNNs) achieve superior performance but bring expensive computation cost. Accelerating such overparameterized neural network has received increased attention. A typical pruning algorithm is a three-stage pipeline, i.e., training, pruning,… read more here.

Keywords: soft filter; neural networks; filter pruning; asymptotic soft ... See more keywords