1. A device comprising: processing circuitry configured to: extract images from a submission file obtained from at least one computing device, generate, for each image, an image identification (ID) as a function of one or more image features, determine one or more image quality indices for the submission file based on at least one of predetermined image features, an image type of one or more images, and submission file attributes, and detect one or more image anomalies associated with one or more images based on a comparison of image IDs and the one or more image quality indices, wherein the one or more image anomalies include at least one of image duplication anomalies, image quality anomalies, and image modification anomalies.