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Hinton et. al recently published the paper "Dynamic Routing Between Capsules" , proposing a novel neural network architecture. This Capsule Network (CapsNet) outperforms state-of-the-art Convolutional Neural Networks on simple challenges like MNIST , MultiMNIST  or smallNORB  . 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 evaluationdoi:10.2313/net-2018-11-1_12 fatcat:amuq7jzsfvc57fww3t5j77aeiu