How stable is the result with respect to augmentation? If you get an image with a funny artifact, like a super-red hand, can you fix it by running the network

How stable is the result with respect to augmentation? If you get an image with a funny artifact, like a super-red hand, can you fix it by running the network on a slightly augmented image? For this kind of work, it seems reasonable that you could keep re-colorising an image until you got one that was acceptable (as in the case with the B+W TV).