We identify two drawbacks of MI-FGSM; inducing higher average pixel discrepancy to the image as well as making the current iteration update overly dependent on the historical gradients. We propose a new momentum-free iterative method that processes the gradient with a generalizable Cut & Norm operation instead of a sign operation.