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Current approaches towards reducing these overheads involve pruning and compressing the weights of a variety of layers without the need of hurting the overall CNN efficiency. Nonetheless, employing model compression to generate sparse CNNs mostly reduces parameters from the completely connected layers and might not drastically lessen the final computation expenses. In this paper, we present a compression method for CNNs, exactly where we prune the filters from CNNs that are identified as getting a smaller impact on the output accuracy. By removing entire planes in the network, collectively with their connecting convolution kernels, the computational costs are lowered drastically. In contrast to other approaches proposed for pruning networks, this strategy does not outcome in sparse connectivity patterns. Hence, our tactics do not will need the support of sparse convolution libraries and can operate with the most effective BLAS operations for matrix multiplications.

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