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Convolutional autoencoders

Valentyn Melnychuk edited this page May 10, 2019 · 14 revisions

Articles

Intro

Building Autoencoders in Keras

Variational Autoencoders

Variational Autoencoders Explained In this tutorial, we will answer some common questions about autoencoders, and we will cover code examples of the following models:

  • a simple autoencoder based on a fully-connected layer
  • a sparse autoencoder
  • a deep fully-connected autoencoder
  • a deep convolutional autoencoder
  • an image denoising model
  • a sequence-to-sequence autoencoder
  • a variational autoencoder

Literature overview

Unsupervised learning using Convolutional Autoencoders

Pre-Training CNNs Using Convolutional Autoencoders