Title :
Soft computing approach to steganalysis of LSB embedding in digital images
Author :
Benton, Ryan ; Chu, Henry
Author_Institution :
Center for Adv. Comput. Studies, Louisiana Univ., Lafayette, LA, USA
Abstract :
Steganography methods embed hidden data in digital images to provide a means of secret communication. Steganalysis methods detect such embedded data based on statistical analysis of a digital image. We experimented with using decision trees for detecting messages hidden in the least significant bit plane of an image and compared their results to those obtained using multilayered feedforward neural networks.
Keywords :
cryptography; data encapsulation; decision trees; image processing; statistical analysis; watermarking; decision trees; digital images; hidden data embedding; least significant bit; secret communication; soft computing approach; statistical analysis; steganalysis methods; steganography methods; Digital images; Discrete cosine transforms; Embedded computing; Internet; Pixel; Scattering; Steganography; Streaming media; Transform coding; Watermarking;
Conference_Titel :
Information Technology: Research and Education, 2005. ITRE 2005. 3rd International Conference on
Print_ISBN :
0-7803-8932-8
DOI :
10.1109/ITRE.2005.1503077