4 papers
How to Accelerate Capsule Convolutions in Capsule Networks
Zhenhua Chen, Xiwen Li, Qian Lou +1
How to improve the efficiency of routing procedures in CapsNets has been studied a lot. However, the efficiency of capsule convolutions has largely been neglected. Capsule convolut…
P-CapsNets: a General Form of Convolutional Neural Networks
Zhenhua Chen, Xiwen Li, Chuhua Wang +1
We propose Pure CapsNets (P-CapsNets) which is a generation of normal CNNs structurally. Specifically, we make three modifications to current CapsNets. First, we remove routing pro…
Generalized Capsule Networks with Trainable Routing Procedure
Zhenhua Chen, David Crandall
CapsNet (Capsule Network) was first proposed by~\citet{capsule} and later another version of CapsNet was proposed by~\citet{emrouting}. CapsNet has been proved effective in modelin…
Detecting Small, Densely Distributed Objects with Filter-Amplifier Networks and Loss Boosting
Zhenhua Chen, David Crandall, Robert Templeman
Detecting small, densely distributed objects is a significant challenge: small objects often contain less distinctive information compared to larger ones, and finer-grained precisi…