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%) |
104 Dec 17, 2022
31 Nov 22, 2022
875 Dec 31, 2022
380 Nov 05, 2022
98 Dec 26, 2022
1 Jan 14, 2022
3.6k Dec 22, 2022
27 Nov 23, 2022
67 Oct 19, 2022
838 Jan 01, 2023
44 Nov 24, 2022
3 Feb 04, 2022
2 May 20, 2022
225 Dec 26, 2022
2 Feb 07, 2022
381 Jan 01, 2023
22 Dec 13, 2022
136 Dec 31, 2022
35 Dec 05, 2022
0 Jan 15, 2022