Tensor Nuclear Norm

Tensor Robust Principal Component Analysis with A New Tensor Nuclear Norm

In this paper, we consider the Tensor Robust Principal Component Analysis (TRPCA) problem, which aims to exactly recover the low-rank and sparse components from their sum. Our model is based on the recently proposed tensor-tensor product (or …

Exact Low Tubal Rank Tensor Recovery from Gaussian Measurements

With a careful choice of the atomic set, we prove that TNN is a special atomic norm.