Hybrid VAE: Improving Deep Generative Models using Partial Observations

Sergey Tulyakov, Andrew Fitzgibbon, Sebastian Nowozin

Deep neural network models trained on large labeled datasets are the state-of-the-art in a large variety of computer vision tasks. In many applications, however, labeled data is ex…