Sparse CapsNet with explicit regularizer

Pattern Recognition（2022）

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摘要

•A novel sparse capsule network (CapsNet) with explicit regularizer is proposed.•Both component-wise and filter-wise sparsity are considered for weight compression.•A new stochastic proximal algorithm is designed to train the sparse CapsNet.•Numerical experiments validate the effectiveness and efficiency of our method.

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关键词

Capsule network,Model compression,Sparse regularization,Proximal gradient descent

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