You don't actually have to watermark images in order to know that you generated them, at least not if you're checking exactly the same image - you can just hash the image, or store a low-dimension representation of it as a fingerprint (people sometimes use color histograms, in principle you could use anything). Then, you can look up images against that data to see if it's one of the ones you produced.