Convolutional Variational Auto-Encoder (CVAE)

Implementation of Convolutional Variational Auto-Encoder (CVAE)

Architecture

Simplified VAE architecture.

Graph in TensorBoard

Graph of CVAE.

Results

Restoration result by CVAE.

Latent vector space, and reconstruction result of latent space walking.

Environment

• Python 3.7.4
• Tensorflow 1.14.0
• Numpy 1.17.1
• Matplotlib 3.1.1
• Scikit Learn (sklearn) 0.21.3

Reference

[1] Kingma, D. P., & Welling, M. (2013). Auto-encoding variational bayes. arXiv preprint arXiv:1312.6114.
[2] Kullback Leibler divergence. Wikipedia