steganogan: high capacity image steganography with gans

Steganogan is a type of high-capacity image steganography that uses GANs (Generative Adversarial Networks) to hide secret data within images. The basic idea behind steganography is to conceal a message or data within another file, such as an image, without anyone else knowing it's there. This can be useful for a variety of purposes, such as keeping sensitive information secure or transmitting data in a covert manner.

Steganography techniques typically involve encoding the secret data into the image in a way that is difficult to detect. Steganogan takes this a step further by using GANs to generate images that contain the hidden data. The GANs are trained to create images that are visually similar to the original images, but with a few subtle changes that encode the secret data.

One of the advantages of using GANs for steganography is that they can create images with a high degree of realism and detail, which makes it difficult for someone to detect that there is hidden data within the image. However, this also means that the capacity for hiding data within the image is limited, as there is only so much data that can be encoded without significantly altering the appearance of the image.

Overall, steganography techniques like Steganogan can be a useful tool for keeping data secure and transmitting information in a covert manner. However, it's important to remember that these techniques are not foolproof and can be detected with sophisticated analysis tools.