Image Protection

Image protection research focuses on safeguarding images from unauthorized manipulation, including cropping, style transfer, and the insertion of malicious code. Current approaches leverage diverse techniques, such as embedding imperceptible watermarks in RAW image data, using implicit neural representations for encryption, and generating image-specific perturbations to thwart adversarial attacks. These methods aim to improve the robustness of image authentication and privacy, with applications ranging from protecting artistic works and sensitive personal data to enhancing the security of digital media.