Dynamic Routing Between Capsules

A capsule is a group of neurons whose activity vector represents the instantiation parameters of a specific type of entity such as an object or an object part. We use the length of the activity vector to represent the probability that the entity exists and its orientation to represent the instantiation parameters... (read more)

PDF Abstract NeurIPS 2017 PDF NeurIPS 2017 Abstract

Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Classification CIFAR-10 ensemble of 7 models Percentage correct 89.4 # 78
Image Classification EMNIST-Balanced TextCaps Accuracy 90.46 # 3
Image Classification MNIST CapsNet Percentage error 0.25 # 7
Image Classification MultiMNIST CapsNet Percentage error 5.2 # 1

Methods used in the Paper


METHOD TYPE
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