Sae-Young Chung

Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment

2022 · arXiv (Cornell University)

This paper proposes Mutual Information Regularized Assignment (MIRA), a pseudo-labeling algorithm for unsupervised representation learning inspired by information maximization. We formulate online pseudo-labeling as an optimization problem to find pseudo-labels that maximize the mutual information …