Contributions

Extended Chi-square test:
Detects pseudo-randomly distributed LSB embedding in JPEG images.

Countering steganalysis:
Correcting transforms prevent statistical distortions that give away hidden content.

Steganography detection framework:
It can detect hidden content on the Internet.
It shows that statistical steganalysis is feasible in practice.