Capsule Networks offer robust performance with fewer parameters than CNNs. The slow iterative routing mechanisms hinder scalability. ProtoCaps introduces a non-iterative routing method inspired by trainable prototype clustering to enhance computational efficiency. By utilizing a shared Capsule subspace, memory requirements during training are significantly reduced. ProtoCaps outperforms current non-iterative Capsule Networks on the Imagewoof dataset, showcasing its potential for complex computational scenarios.
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by Miles Everet... alle arxiv.org 03-11-2024
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