Various embodiments herein each include at least one of systems, methods, devices, and software for secure image processing. In particular, the secure image processing may be performed with regard to images, such as image frames of a video stream, from a camera to obscure, either via image modification, encryption, and discarding image frames, to prevent, limit, or secure viewing of sensitive information that may be included within images. One such embodiment includes receiving an image of an image flow from a scanner, such as a product scanner, and determining whether a sensitive item is present in the image. When a sensitive item is determined to be present in the image, such embodiments perform a security action with regard to the image prior to passing the image in the image flow from the scanner.