An overview over Capsule Networks

Luca Alessandro Dombetzki, Chair Of Network Architectures
2018
Hinton et. al recently published the paper "Dynamic Routing Between Capsules" [20], proposing a novel neural network architecture. This Capsule Network (CapsNet) outperforms state-of-the-art Convolutional Neural Networks on simple challenges like MNIST [13], MultiMNIST [20] or smallNORB [6] . In this paper, we describe multiple aspects of the current research in Capsule Networks. This includes explaining the shortcomings of CNNs, the idea and architecture of Capsule Networks and the evaluation
more » ... and the evaluation on multiple challenges. Furthermore, we give an overview of current research, improvements and real world applications, as well as advantages and disadvantages of the CapsNet.
doi:10.2313/net-2018-11-1_12 fatcat:amuq7jzsfvc57fww3t5j77aeiu