Utkarsh Ojha

Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in Class-Imbalanced Data

2019 · arXiv (Cornell University)

We propose a novel unsupervised generative model that learns to disentangle object identity from other low-level aspects in class-imbalanced data. We first investigate the issues surrounding the assumptions about uniformity made by InfoGAN, and demonstrate …