A method for applying perturbations to electronic media is described. A computing device may receive an electronic request to upload an electronic media to an internet-based service and perform a pre-processing operation on the electronic media based on the electronic request and a feature of the electronic media. In some examples, the computing device may perform a security action on the electronic media. For example, the computing device may apply perturbations to elements of the electronic media based on a gradient of a model. The computing device may transmit the electronic media to the internet-based service.