Title :
Steganalysis of ±1 Embedding using Lossless Image Compression
Author :
Boncelet, Charles ; Marvel, Lisa
Author_Institution :
Delaware Univ., Newark
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
We present a method for detecting steganography using plusmn1 embedding. The method uses a lossless compression technique to compress the last two bitplanes in an effort to model the image structure where the data may be hidden. A small number of statistics are then computed using the model and fed into a support vector machine to classify detection results. Results presented are obtained using k-fold cross-validation method using a large set of never compressed grayscale images. Detection results show improvement over current plusmn1 steganalysis methods.
Keywords :
cryptography; data compression; data encapsulation; image classification; image coding; image colour analysis; statistical analysis; support vector machines; detection result classification; grayscale images; k-fold cross-validation method; lossless image compression; statistics; steganalysis; support vector machine; Digital images; Frequency; Gray-scale; Image coding; Quantization; Statistics; Steganography; Support vector machine classification; Support vector machines; Watermarking;
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2007.4379114