Abstract: Highlights•We propose a novel adaptive capsule layer to generate space-related and high-representation capsule vectors.•Our model structure is more efficient and convenient than existing state-of-the-art CapsNets.•The proposed approach can improve the performance of CapsNets in terms of classification accuracy and robustness
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