/CapsuleNetwork

Implementation of Dynamic Routing Between Capsules

Primary LanguagePython

CapsuleNetwork

A Python2/PyTorch Implementation of the Geoffery Hinton's Capsule Network Architecture with Extensions for Multiple Datasets, Losses, and Decoders (MNIST, FashionMNIST, CIFAR10, CIFAR100)

Manuscript (click for pdf)

Contributors

  • Katie Link
  • Anant Bhargava
  • Jin Young (Daniel) Sohn

Overview

Current and Future Endeavors

  • MNIST results
  • FASHION MNIST results
  • CIFAR10 results
  • CIFAR100 results
  • Reconstruct images
  • ROC Curve Visualization
  • Implement BCE and Reconstruction Losses
  • Implement Tensorboard visualization