Abstract: In the last few years, digital watermarks have been proposed as a solution for solving the illegal copying and proof of ownership problem in the context of multimedia objects. But it is still difficult to have a rough standard of their performances and hence compare them. So we propose a benchmark to compare image watermarking on a fair basis.