Deep Learning, Artificial Intelligence, Self Supervised Learning, Semi Supervised Learning, Image Classification.
the diagonal elements of the cross-correlation matrix to 1, makes the embedding invariant to the distortions applied. The redundancy reduction term, by trying to equate the off-diagonal elements of the cross-correlation matrix to 0, decorrelates the different vector components of the embedding.