Machine Intelligence (MI) Rider Task 4: Dynamic Routing Between Capsules Implementation

Abstract

This paper implemented Geoffrey E Hinton proposed implementation of Dynamic Routing between Capsules. The intent was to confirm the claims asserted by the author about the ability of Capsnet being rotational invariant to changes in the position of an image. Some claims validated to be true; however, other claims did not live to all the hype created. Results were collected by running extensive trials of Capsnet with different datasets such as the MNIST and Cifar10 datasets. Suggestion and directions are provided within the paper on future actions on how to move forward with this technology potential.

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Document Details

Document Type
Technical Report
Publication Date
Aug 01, 2019
Accession Number
AD1079647

Entities

People

  • Milvio Franco
  • Simon Khan

Organizations

  • Air Force Research Laboratory

Tags

Communities of Interest

  • Energy and Power Technologies

DTIC Thesaurus Topics

  • Accuracy
  • Air Force
  • Air Force Research Laboratories
  • Algorithms
  • Application Software
  • Artificial Intelligence
  • Artificial Intelligence Computing
  • Artificial Intelligence Software
  • Artificial Neural Networks
  • Computer Languages
  • Computer Programming
  • Computer Science
  • Contracts
  • Convolutional Neural Networks
  • Government Procurement
  • Governments
  • Information Exchange
  • Information Systems
  • Iterations
  • Military Research
  • Neural Networks
  • Observation
  • Orientation (Direction)
  • Perturbations
  • Probability
  • Probability Distributions
  • Programming Languages
  • Sampling
  • Technical Information Centers

Fields of Study

  • Computer science

Readers

  • Computer Networking
  • Educational Psychology
  • Neural Network Machine Learning.