Re-implementation of the vector capsule with dynamic routing

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Deep Learning VectorCapsule
Overview

VectorCapsule

Re-implementation of the vector capsule with dynamic routing

We implement the vector capsule and dynamic routing via graph neural network. We trained the capsule network on MNIST, the record of top1 accuracy on test dataset is:

Epoch Accuracy
1 Test set: Average loss: 0.0006, Accuracy: 9556/10000 (96%)
2 Test set: Average loss: 0.0003, Accuracy: 9812/10000 (98%)
3 Test set: Average loss: 0.0002, Accuracy: 9835/10000 (98%)
4 Test set: Average loss: 0.0002, Accuracy: 9875/10000 (99%)
5 Test set: Average loss: 0.0001, Accuracy: 9900/10000 (99%)
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