This paper presents a new convex approach to robust PCA that is different from previously proposed convex approaches, and is shown to have good theoretical performance guarantees under several different outlier distributions. The paper seems careful and a new contribution (inspire of the method, like other convex approaches, being somewhat high-complexity). the reviewers are also in agreement that this should be accepted.