Self-Supervised Learning with Kernel Dependence Maximization

Neural Information Processing Systems 

We approach self-supervised learning of image representations from a statistical dependence perspective, proposing Self-Supervised Learning with the Hilbert-Schmidt Independence Criterion (SSL-HSIC).