论文标题
成对产品的瓶颈中有效的一致性机制
An Efficient Agreement Mechanism in CapsNets By Pairwise Product
论文作者
论文摘要
胶囊网络（CAPSNET）能够对视觉层次关系进行建模，这是通过“逐一路由”机制实现的。本文提出了一种成对的协议机制来构建胶囊，灵感来自分解机（FMS）的特征相互作用。所提出的方法的计算复杂性要低得多。我们进一步提出了一种新的CAPSNET体系结构，该体系结构结合了剩余网络的优势，代表低级视觉特征和盖帽，以建模零件与批量的关系。我们进行了全面的实验，以比较基于原始CAPSNET和我们提出的一种架构，包括动态路由，EM路由以及我们提出的FM协议，包括动态路由，EM路由和我们提出的FM协议，结果表明，我们的方法在各种情况下都能在各种情况下实现出色的性能和效率。
Capsule networks (CapsNets) are capable of modeling visual hierarchical relationships, which is achieved by the "routing-by-agreement" mechanism. This paper proposes a pairwise agreement mechanism to build capsules, inspired by the feature interactions of factorization machines (FMs). The proposed method has a much lower computation complexity. We further proposed a new CapsNet architecture that combines the strengths of residual networks in representing low-level visual features and CapsNets in modeling the relationships of parts to wholes. We conduct comprehensive experiments to compare the routing algorithms, including dynamic routing, EM routing, and our proposed FM agreement, based on both architectures of original CapsNet and our proposed one, and the results show that our method achieves both excellent performance and efficiency under a variety of situations.
