S3VAE: Self-Supervised Sequential VAE for Representation Disentanglement and Data Generation

Yizhe Zhu, Martin Renqiang Min, Asim Kadav +1

We propose a sequential variational autoencoder to learn disentangled representations of sequential data (e.g., videos and audios) under self-supervision. Specifically, we exploit…