This paper is concerned with the regularity of shape optimizers a class isoperimetric problems under convexity constraint. We prove that minimizers sum perimeter and perturbative term, among convex shapes, are $$C^{1,1}$$ -regular. To end, we define notion quasi-minimizer fitted to context show any such The proof relies on cutting procedure which was introduced similar results in calculus varia...