A Journey Through Steganography Security Marks: Tracing Innovations from StegaStamp to StampOne

This abstract introduces a set of advanced techniques for visual in formation embedding, drawing on the principles of steganography and digital watermarking. These methods are built upon modern deep learning frameworks and are designed to meet stringent requirements for security, robustness, and imperceptibility. The proposed solutions enable secure data integration within visual media and are applicable to high stakes scenarios such as identity verification, counterfeit prevention, and brand authentication.