There are many weaknesses of Convonutional Neural Networks (CNN), which Geoffery Hilton mentioned in his famous talk what is wrongs with CNNs?. Recently published paper introduced neural network “CapsuleNet” (also named as “CapsNet”), based on so-called capsules. A capsule is a group of neurons whose output represents different properties of the same entity. These network use Dynamic Routing Between Capsules. CapsuleNet has gained much attention, because it introduces a completely new method, which is most likely to improve overall performance and accuracy of Deep learning algorithms in coming future.
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